{ "cells": [ { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "%config InlineBackend.figure_format = 'png'\n", "%config InlineBackend.print_figure_kwargs = {'dpi':300, 'bbox_inches': 'tight'}\n", "import numpy as np\n", "import pandas as pd\n", "import xarray as xr\n", "import xarray.ufuncs as xu\n", "import cmocean as cm\n", "from scipy import stats\n", "import matplotlib.pyplot as plt\n", "import matplotlib as mpl\n", "from matplotlib.ticker import AutoMinorLocator\n", "import cartopy.crs as ccrs\n", "import cartopy.feature as cfeature\n", "import os" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "dir_raw = '/local/data/artemis/workspace/gloege/SOCAT-LE/data/raw/'\n", "dir_clean = '/local/data/artemis/workspace/gloege/SOCAT-LE/data/clean/'\n", "dir_figs = '/local/data/artemis/workspace/gloege/SOCAT-LE/results/figures_MS'\n", "\n", "### SOCAT directory\n", "#data_dir = f'{dir_raw}SOCAT'" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "reconstruction='SOMFFN'\n", "ds = xr.open_dataset(f'{dir_raw}SOCAT/SOCATv5_tracks_gridded_monthly.nc')\n", "ds_mask = xr.open_dataset(f'{dir_raw}SOCAT/SOCATv5_mask_198201-201701.nc')\n", "#ds_stats = xr.open_dataset(f'{dir_clean}statistics_SOMFFN_CESM.nc')\n", "ds_stats = xr.open_mfdataset(f'{dir_clean}/CO2_flux_stats/stats_FCO2_*_SOMFFN.nc', concat_dim='ensemble')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Normalized Standard Deviation " ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/gloege/miniconda3/envs/tensorflow/lib/python3.6/site-packages/dask/array/numpy_compat.py:41: RuntimeWarning: invalid value encountered in true_divide\n", " x = np.divide(x1, x2, out)\n", "/home/gloege/miniconda3/envs/tensorflow/lib/python3.6/site-packages/dask/array/numpy_compat.py:41: RuntimeWarning: invalid value encountered in true_divide\n", " x = np.divide(x1, x2, out)\n" ] }, { "data": { "image/png": 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BIApAmiAIrwE4iZ+Wyx4H4DkAt988JwumRYNbjDDaLhFFsdGK+1812vYRBMFfFMXSzr0Ex9WXVhyijiUnJ5tMrYmN/WmAmbu7u7Q9YcIEnD1767P6PD09pe3WYUhnaDQabNy4UXq+ffv2dov1djT6pHVIVF9fb/L6LWmZ6mXJli1bpIArKioKx44dazeQ4igZIiIiIurLGMw4CFEULwqCcDuAbwAMBhABYJuF5lUAPgHwgiiK1WaOGw9fuGHmuDnFrZ77oHmKVY+6OS3Lv5OnRfREX6j/+Pzzz6VtmUyG6dOnS88DAgKk7cuXL8NgMEAmM1fGyXrG18zLy+vydZKSkqRgZ+zYse2GMgCQn5/f7nGVSgVXV1dpOtPVq1fh79/+j2N1dXWHo4oOHjwoba9du7bDUUId9ZOIepYoitIINiIiIuo8BjMORBTF84IgRAJYjebpSpY+uv4BwCcWQhnAtJhwg5W3b92u59fybfYYgD/b6F5EKCsrw/bt26Xnd911F7y8vKTnEyZMgFwuh0ajQXV1NRISEkyCm66IjY2VVmY6dOgQnn/++S5dx7j+zZgxYzpsf+zYsXaPC4KAcePGSasiJSYmYuLEie2ek5SU1GHh3870U6/XS0uJE1HPEEURjY2NqK+vN/sYNWoUBg0a1GP3X7t2LS5dugSZTGbyEAShzT5LD0duq9FoUFBQIJ2nUqng7u7e6esKgsCAjYjIThjMOBBBEPwBvAlgMQAXNI9iOQmgHIAKwBQ0L6sdDyBeEITNAB4TRbH1cicKo+0mWKd1hU5lpzpP1AeIoohly5aZTCd68cUXTdoolUrExcXh+++/BwC88847txzMzJs3Dy+//DKA5tEkWVlZGDWq86WcjEfu1NdbKkHVzGAwYPPmzR1ec+bMmVIws3PnTvz2t79tt/3HH3/crf388ssvUVzcesAeEXWWTCaDXC5HeXk5qqqqTIKXhoaGdus3dfRzeqsOHTqEhISEHr0HNTMObnpD6NRf2mq1Wly/fl3af+PGDSiVyl7RXwZ2RLbBYMZBCIIwHMBhACFoDkkeBbDFOHQRmn+rLgKwGc1Bzf8C0KN51Ikx45oyrlZ2Qd7qubUjbYj6hNraWqxatQrfffedtG/x4sVmQ5eWJZ4B4D//+Q+2bduG5cuXW3Wf4uJik2LCQPMS09OnT8fJkychiiKWLl2Kw4cPd7oQsPGKTkePHoVarYZKpTLb9q233sL58+fNHjO2cuVKvPXWWwCaR8x88sknFqdInTp1Cp9++qlV/czMzAQAfPXVV4iKijLbrrS0FE899VSH1yOi5rC1oaHBJHCprq7GyJEjIZfL4ezc/CfhpUsWF3W0qKeDGRb1th1RFKHX603qqBG1hDO9KczqjW31ej1KSkqkNkFBQVAoFL22v7faloFd92Iw4wAEQXAG8AWaQxkA+F9RFLe3bic2zx/4XBCEMgAtRRweFQRhmyiKSUZNjauLWjvypXW7rlco7Zx/APhXJ8+JAPBVD/SFHFBxcTF27tyJDRs24Nq1a9L+KVOmYOvWrWbP+dnPfoZly5ZJo0NWrlyJjIwMPPfcc2ZXoNJoNNi7dy+2bduGgoICJCUltWmzYcMGTJs2DRqNBsnJybjjjjvwwQcfICYmxmKfRVHEM888I+2PiopCSEgICgoKoFarsWjRImzbtg3BwcEmfXn99dfx2muvwd3dvcNCvSNHjsSSJUuwY8cOAMDq1asBoE04c/DgQTzwwAMwGAxwcXGBVqu1eM358+fj22+/BQC88cYbGDZsGB566CGTNqmpqXjooYdw7do1q/pJ5OhEUURTU5PF6UYNDeY/L7GmYHdHGMwQOTZRFCGKIn8WqQ17h0M90VYmk+H999+3+deSwYxj+CWA225uXzQXyhgTRfGQIAj70byKE9C8MpPxO8Fyo+0AWCew1fMKK8+7JaIolgAo6cw5THfJ2HfffYeysjLpucFgQHV1NaqqqpCZmWm22O7KlSvxf//3f1AoFG2Otfh//+//oaioCPv27YMoinj77bexYcMGTJ48GREREVAqlVCr1cjNzcWFCxfQ2Ng8UM1SjZbo6Gh8+OGHWL58OXQ6Hc6ePYspU6ZgxIgRiIqKgkqlglqtRmZmJtLT02EwGPDkk0+aXEMmk+G1117DypUrAQD79+9HZGQkpk2bhiFDhqC8vBxHjhxBZWUlAGDz5s0dFggGmqdrJSQkICcnB42NjXjooYfwyiuvIDY2Fk5OTjh//ry0OtWaNWuwZ8+edgv2Ll++HOvXr8elS5eg0WiwZMkSrFu3DuPHj4dCoUB6ero0fWr8+PG466678Oabb3bYT6K+Tq/XWwxe6uvr7TbKoaeD0Y7qUhERkX0YDAaHDOwYzFBX/dxo+4iV5xzCT8HMpFbHso22BwqCoLBiyexQo+0KLpVNfcWZM2dw5syZDtvJZDL8/Oc/x5o1azBnzpwO28vlcnz33Xd45ZVX8Pe//x319fVoamrCyZMnLRardXFxMVl6u7XFixcjKCgIq1evlgKj7OxsZGdnm21vbqrTihUrkJOTg3Xr1gFofkO1f/9+kzYKhQLvvPMOHnzwQauCGV9fXxw6dAj33nuvFMD8+OOP+PHHH9vc+29/+xv27NnT7vXkcjm++eYbzJs3D5cvXwYAZGVlISsry6Td9OnTsXv3bmzZsqXDPhL1NaIoori4GMXFxVLwotG0Ludmf4IgwNnZuVtWoLPEEf/oJyIiMsZgxjGEGG2XW2xlyrhd6yIT2QAMAGQABAATACR2cL1oo+0si62IejlXV1cMGDAAKpUKAQEBiIqKwqRJkzBr1iwMHjy4U9dycnLCq6++iieeeALbt2/HgQMHkJmZibKyMmi1WgwYMABDhgzB2LFjMXPmTNx9990dLjcdFxeH7Oxs7Nq1C99++y2Sk5NRUlICjUYDlUqFYcOGYerUqVi4cCFmzJhh9hqvv/465s2bh/feew8nTpxAaWkpPD09MWjQIPz85z/HqlWrMHz48E691sGDByMpKQkfffQRPvnkE6Snp6O2thZBQUGYOHEiVq1ahXnz5ll9vcjISJw9exabNm3CF198gezsbDQ1NSEwMBBjx47Fgw8+iEWLFkl1MYgczblz51BQUGDvbgBoDkvd3NzMPhQKRY+PRP3Xv/4lFSBu/WiZXmHNw1HbarVa1NTUSOe4ubkBgE370FFbIiJqn8DhoX2fIAhfAVhw8+n7oii2LuZr7pznAPz15tMzoijGtDp+EsC0m0+fF0XxjQ6u9wOAuTefviaK4kvW9t/WBEEYAyC95XlycnKHS/xS79LQ0CAVhwWA0aNHQ6nkQmB9Cb+HjoHfx55RWlqK06dP2+x+er0eTU1N0Gg0GDlyJHx9fU3CFycnJ5v1hTqvL/wctg5t7B1m9ba2TU1NKC0tlfZ5eXlBJpP12v52V1ui3koURZvXvuBHjY7hqtH2TCvPiTPazjFz/Ev8FMwsB2AxmBEEYRCAWa3OJSIioi64fv16t19TqVS2Ge0iCAI++ugj6HQ6qd28efPMFiknuhWCIMDJyYkhnwW9NVwzLvpr6aHX660Oa8ydq9PppH/be2i1Wqvbtjy60rblPl29LlFXMZhxDAcAPH5ze6QgCEtEUdxhqbEgCHH4qb4MAPxgptnHAP4MwB3ACEEQVouiaH4JGuBNAC3/p00QRTG1U70nIiIiAIBOp0NxcXGnz3NxcbE43UipVJqt/1JXV8c3EmQ1c2/Qb+VNeWffwDvyfbRaLaqrq6WvcUfT0Wz1ejizgsh2GMw4hv+iuS7MiJvPNwuC4A5giyiK0hINQvMk8EUANhudew3ArtYXFEWxRBCE9QD+dHPXBkEQqkVR/Nzoeq4AXgXwa6NTn++G10NERNQv3bhxw+zqSoIgtBu8uLq62qG3ZEyn0yEjIwOJiYnIysqCRqOxyZt/nU6H+vp66U29q6trj4QJRETUcxjMOABRFHWCICxD80pLbgAUAN4H8JIgCKcAlKG5wG8sgKFGp2oALBZF0dIyD68BmI7maU9KALsFQVgLIPXmPe4AEGTU/s+iKB7trtdFRETU31iaxjR8+HBERkbauDfUnpKSEiQmJkqPpKSkHl86nIiIHBODGQchiuJpQRBmAtgBoOUvtyAAv7RwSh6AJaIoml+3t/maWkEQ7kPzCJtf3dw99ubDmBbAy6Iorutq/4mIiPo7vV6PsrIys8fy8vIgk8kwdOhQrkZmB01NTUhLS0NCQoIUxFy+fNne3SIiIgfB/7M7EFEUk26uOLQAwP8AmAQgGIAHgDoANwCkAPgawL9FUdRacU01gHhBELYAWAZgKpoDHy2ap0H9AOBDURS5RDYREdEtaGpqsljTQavV4uLFi7h8+TKGDx+O0NBQFlLtQQUFBUhMTJSCmJSUFDQ2Ntq7W0REbchkMrMPJycni8e6+2Gre9nqPvbAYMbBiKKoA/DFzUd3XvcAmosMExERUQ9QKBRwd3dvdzpMU1MTMjIykJubi8jISAwaNMhuf0Q6isbGRqSmpkojYRISEnpkZSyinmarN+GO+Ea8O+6j1WqRn58PQRAgk8kQEREBNze3Hn1NzSVEyREwmCEiIiLqBQRBQHR0NJKSkqDRWCr/1qyxsRFpaWnIzc1FWFgYvLy84OnpyVE0VsrIyMDmzZuRmJiIs2fPQqvtcBBxn9LyxrC3vXHtTffpTa+pqakJubm50hvtESNGwN3dvdNv0Pkm3b4aGhowYMAA6XlvWfac+gYGM0RERES9hEqlwp133onLly8jLy+vw+Ws6+rqkJ6eDqD5zbiHhwdUKhUGDBgg/evi4mKLrvcZH374IR5++OFuXwrY2dkZUVFRiI2NRWxsLAYPHmyTN/wajQbZ2dlSGDNmzBhpuWXqGxoaGtDQ0CA9Dw4O5ht6on6GwQwRERFRL+Li4oIRI0YgLCwMOTk5uHLlilXLFYuiiJqaGtTU1Jjsd3Nzg0qlMgls5HJ5T3W/V2toaMAf/vCHbgllQkJCMHXqVCmIiY6OtsubaUEQTMI3jpogIup7GMwQERER9UKurq4YPXo0wsPD8eOPP+Lq1atdChTq6+tRX1+PoqIiaZ9cLoeHhweCg4Ol401NTd3Z/V6psbERVVVVnT5PLpdj4sSJJkHMoEGDeqCHRETUHzGYISIiIurFFAoFxo4dKwU03VGYVqPRQKPRICgoSNqn0+mQkZEBPz8/aWSNh4eHQ43A8PT0xKhRo5CV1f5ikmFhYVIAM3XqVIwfPx6urq426iUREfU3DGaIiIiI+gB3d3dMmDABERERyM7ORnFxcbde39nZGdXV1aiurpb2yWQyKaQJCAiAv79/nw5qnJ2dsXXrVsyePdukpocxJycnLFu2DCNHjoSfnx/kcjnKy8vh5+fHej1ERNQjGMwQERER9SGenp6YNGkSGhoaUF5ejurqaqjValRXV3f76kIGgwFVVVWoqqpCfn4+goKCEB0d3afDmWnTpmH//v245557oFar2xzX6/V4+eWXzZ7r5eUFPz8/+Pv7t3mY288ivEREZA0GM0RERER9kFKpNKlzIooiGhoapJBGrVZDrVZ3uPR2ZxQVFaGsrAz+/v7ddk17mD59Oo4dO4a5c+fixo0bVp/XElLl5ORY1V6pVFoV4LTs9/Ly6tOhFxERdQ2DGSIiIiIHIAgC3Nzc4ObmZlI7RqPRoKSkBPn5+V0qfNuapSlAfc24ceNw8uRJzJkzB3l5eT1yj4aGBly9ehVXr161qr2zs7NJcGMuxDHe5+vr2yP9JiIi22IwQ0RERORA9Ho91Go1qqqqUFlZiaqqqm4NU1QqVbddy94iIiJw4sQJzJ07FxkZGfbuDnQ6HYqLiztVP8jHxweenp7w8vKCt7c3wsLCEBQUZDHYUSgUPfgKiIioKxjMkMMSBMHSX1hym3aEiIioB+l0OpSUlKC8vBxVVVWorq7u0rLaHZHJZIiMjHSoYAYAgoODcezYMcTHx+PAgQP27k6nVVRUoKKiAvn5+QCAI0eOtNvew8PDbGDj6+sLT0/Pdh8eHh5wdubbByKi7sbfrERERER9jF6vR2lpKQoLC3Hjxg3o9foeuY+Hhwe8vb3h5eWFgQMHQqlU9sh97M3HxwMzHPcAACAASURBVAf79u3D2bNncfHiRZSWlpo8ysrKpO2KiooeCb5spba2FrW1tbhy5UqXzlcqlVYFOB218fT0hLu7O2QyWfe+QCKiPojBDDksURTHmNsvCMIYAOk27g4REdEtMRgMKCsrQ2FhIYqLi6HT6br1+lqtFv7+/ggICICXlxe8vLz61fLQgiAgOjoa0dHR7bbT6XSoqKgwCWsshTgtz7t7tSx7amhoQENDA0pKSm75WoIgwN3d3aoQx5qHQqFg8WQi6pMYzBARERH1UqIooqKiAoWFhSgqKkJTU1O3XFcQBHh4eCA3Nxe1tbWoq6tDU1MTHn/8cRaU7YCzszMGDhyIgQMHWtVeFEVUV1d3GOAY76urq+vhV9E7iKIojeApKiq65es5OTl1W8jj6enZr4JJIrIvBjNEREREvYgoilCr1SgsLERhYSEaGxtv+ZpKpVKakuTt7Y0BAwagsbGxw3okdOsEQYBKpYJKpcKwYcOsOqehocGqAKflUVlZ2cOvom/Q6/XSkubdQS6Xd1vI4+HhwWlbRGQRgxkiIiKiXqChoQH5+fkoLCxEfX19l6/j5OQkBTAtU5K4Ek/folQqERoaitDQ0A7bNjQ0IC0tDWq1GpWVlVCpVNIIHUuhTllZWbdPhXNEGo0GGo0GZWVl3XI9S9O23NzcoNVq4e7uDjc3N4wZMwYLFizA0KFDu+W+RNT7MZghIiJqx7Zt27BixQoAwLJly7Bt2zb7dogcUklJCVJTU7v8ZtnT0xPBwcEICAiAp6cn62z0M87OzvD19YWvry9Gjx7dYZFmURRRVVVlEthUVVWhpqamU4+eKjrtqOrq6lBXV2fVcuhPPfUUPv30U8THx9ugZ0RkbwxmiKhfO3bsGHbt2oWkpCTk5+dDrVZLc9QHDx6MyMhITJw4ETNmzMDkyZM5DJmIup0oisjMzOx0KOPm5obg4GAEBwdjwIABPdQ7ckSCIMDb2xve3t6IjIzs0jVEUURjYyNqampQW1vb6VCn9aO2trZPr3bV3QwGA37zm9/gvvvuY60bon6AwQwR9UvZ2dlYuXIlTp061eaYVqtFY2MjSktLkZqail27dgEAhgwZ0uXlRYmILDEYDKitrbWqrUKhkMIYlUrFkTFkN4IgQKlUQqlUWl0IuT0GgwH19fW3HPC0PBoaGrrhVdqXWq3GlStXMHz4cHt3hYh6GIMZIup30tLSMHPmTFRUVEj7/P39MXnyZAQGBkImk6GiogKZmZm4dOkSDAYDAHRbMUEiImNOTk5wd3fvcCWe8PBwjBo1imEMOSSZTAYPDw94eHggKCjolq+n0+m6NJJHrVYjOzsb165d64ZXdWu8vLwQHh5u724QkQ0wmCGifkWr1eKBBx6QQpmAgAC89957WLhwIZycnNq0r6iowNdff42dO3ciJSXF1t0lon4iKioKp06dkoJgcy5fvgy9Xo/Ro0eb/X1FRD9xdnaWil+bo9frkZKSgqSkJNTV1aGsrAw5OTnIy8uDRqOxcW/bUigU2LlzJ3/WifoJBjNE1K989dVXyMrKAtD8R8/hw4cxatQoi+19fHywfPlyLF++HLm5ubbqJhH1M15eXpgxYwZSU1NRU1NjsV1+fj6qqqoQGxvLuhNEnSCKInJzc3HgwAHs378fhw4d6jUjYb29vREUFISQkBAMGjQIU6dOxf333w9vb297d42IbITBDBH1K/v27ZO2FyxY0G4o01pERERPdImICEDzykq33347Ll68iLy8PIvt1Go10tPTERUVZcPeEfU9ZWVlOHToEPbv348DBw7YtU5cSEgIIiIizD6USiUyMzOlttasrEVEjoXBDBH1K9evX5e2w8LCuv36Wq0Wu3btwjfffIPk5GSUlpbCYDBg4MCBiI2Nxa9+9Sv8z//8j1U1IlJSUrBv3z6cPHkSmZmZKCkpQVNTE7y9vREREYGZM2fiN7/5DUJDQ63qW1lZGbZt24a9e/ciMzMTFRUVkMlk8Pf3h5+fHyIjIzF37lzMnTsXISEh7V6rtrYW//znP/Hf//4XGRkZKCsrg1KpREhICO68804sWbIEU6ZM6bBPkyZNkrZbVuPIzs7G+++/jx9++AHXrl2DTCZDWFgY7r77bvz+97+Hn59fh9ctKSnBf//7Xxw5cgRpaWnIz89HTU0N3N3dERgYiKlTp+KBBx7AXXfd1eG1iGzJyckJY8aMgZ+fH86fP4+mpiaz7QoKChAUFITAwEAb95Co92poaMDJkyelIObs2bM2W+nJ2dkZQ4cOxbBhw9oEL+Hh4e0GLY5QqJiIbg2DGSLqV4wDkfY+ke6KI0eOYPXq1WanPF25cgVXrlzBrl27EBsbi3//+9/thh8xMTE4c+aM2WMlJSUoKSlBQkIC3nrrLfzlL3/BH//4x3b79tVXX2HFihWorKxsc+zq1au4evWqtAJVSEiISYDV2rfffouHH34YxcXFJvs1Gg2qqqqQkZGBTZs24cEHH8SWLVvg5ubWbt+MffDBB1izZk2b+f1paWlIS0vDli1bsHfvXpNAp7UNGzbg6aefhl6vb3NMrVZLhR23bduGuLg4fP755/D19bW6j0S2EBAQgDvuuAPnz59HaWmp2TYXLlyAj48PXF1dbdw7ot7BYDDg3LlzUhBz4sQJNDY29tj93N3dTQIX4xBm8ODBcHbmWysi6hr+9iCifmXYsGHS9rfffousrKxOTWey5F//+hcWL14MrVYLoLl+TWxsLIYOHQonJydcunQJCQkJ0Ol0SExMxNSpU3HmzBkEBASYvd7Vq1cBAHK5HGPGjMGwYcOgUqkgiiKKiopw+vRplJWVQavV4tlnnwUAi+FMcnIy7r//fuh0OgCAUqmU+iaXy1FdXY3c3FxcuHAB9fX17b7O3bt3Y/HixVLo4eTkhNtvvx3Dhg1DbW0tjh8/jsLCQgDAp59+iry8PBw6dAgKhaLDr+G2bdvw6KOPAgBGjBiBSZMmQalU4uLFizh58iREUUR5eTl+8YtfICsry2JBx8LCQql/LavY+Pv7Q6FQoKqqChcuXEBGRgYA4NChQ5g9ezYSExMhl8s77CORLSkUCsTExCAnJwfZ2dltjms0GmRkZHBKE/Ur1dXV+Pzzz7F//34cPHgQ5eXl3Xp9f3//NiNeWgKYgQMHclU0IuoRDGaIbODw4cPSG3Zqy8XFBTNnzrTJvRYuXIgNGzYAAOrr6/Gzn/0Mzz//PB544IEuL8+ZkZGB5cuXS9/jNWvW4E9/+hN8fHxM2l2+fBnLli3DiRMncO3aNaxYsQLfffed2Wved999mD9/PmbOnGl2+LNer8eOHTvw+OOPo66uDmvXrsWiRYvMTs/6y1/+IoUyv/zlL7FlyxazBQU1Gg0OHjyIr7/+2myfcnNzsXr1ain0mDRpEj799FMMHz5camMwGPDuu+/imWeegcFgQEJCAv74xz9KX/P2PPLII/D398f27dvx85//3OTYsWPH8Itf/ALV1dUoLi7Ghg0b8NJLL5m9TmRkJDZu3IiFCxdaHJWUlpaGVatWITk5GefOncNbb72FtWvXdthHIlsTBAHDhg1DZWUlSkpK2hwvKChAQEAAgoOD7dA7IttKSUnB3LlzpZUVb9WYMWMwe/ZsTJ8+XQpfBgwY0C3XJiLqDMFW8y6JegtBEMYASG95npycjIkTJ/boPfft22exTgABrq6umDt3rtXtGxoabqlI3sKFC/Hll1+a7BMEAZGRkYiJicGkSZMQGxuL6Ohoq4Ylz5o1C4cOHQLQHIK8+OKLFtvW1dVh8uTJ0spQiYmJVtVisWT37t144IEHADSPmPnb3/7Wpo2fnx/Ky8shl8tRVlYGDw+PLt1r2bJl2L59O4DmkSgpKSkWR6288847ePrppwEAMpkMOTk5JqFRy/fQeEqSXC5HUlISxo0bZ/aamzZtwuOPPw4AGDlypPQ17Cq1Wo2RI0eiuLgYQUFBuHbtmtllSbdt24YVK1YAaP4abNu27Zbu60hu9WeRrNfQ0ICjR49KIasxQRAQHR3d6XC5rq4Ob7/9tsm+xx9/nFP7+pj+9HM4ceJEpKamdvn8oKAgzJ49G3PmzMGsWbN6TaDZn76HjozfR4di86FxMlvfkIjI3nbu3IlFixaZ7BNFEdnZ2dixYweefPJJTJkyBd7e3njwwQdx9OhRi9c6f/68FMpERkbiueeea/fe7u7uJiM9Pvnkk1t4JcD9998vBS0HDhww26a6uhoA4Obm1uVQpqqqCrt375aev/XWWxZDGQB48sknMWbMGADNo2g2b97c4T3+93//12IoAwBLly6VgrLs7GzpdXWVSqXCwoULAQBFRUUmf0wR9TZKpVL6mWpNFEWkpKS0WxuKqK+rra3tdCjj7u6Oe+65B++++y7S09NRUFCA7du3Y8mSJb0mlCEiAjiViYj6IXd3d2l++vr163HgwAGzn0LX1tbis88+w2effYYFCxZg27ZtbaYAGU9FWrRokdkRF63FxcVJ2ydOnOiw/YULF5CamoorV66gurq6TWHclvnuFy5cgMFggExmmrmHhoYiNzcXlZWV+PTTT/Hggw92eM/WTp06Jd3X19cXCxYsaLe9TCbDypUr8fvf/x5A83S+jrQOy1rz9PREREQEsrOzIYoirl69ittuu63dc0pKSpCYmIisrCxUVlairq7OZIWO5ORkafvcuXMYO3Zsh/0kspdBgwahqKjI7JQmoPm/Yb1ejyFDhti4Z0Q9z5rpS05OToiJicGcOXMwe/ZsTJkyhcWxiahPYDBDRP3WnDlzMGfOHJSXl+Po0aM4deoUUlNTkZqaCrVabdL266+/xowZM5CQkABPT09pf0JCgsl2y1Sb9hgHA9euXbPY7uOPP8a6detw6dIlq16PVquFWq1uEx7Fx8dj3bp1AICHHnoIu3btQnx8POLi4qye+nD27Flpe8qUKVZN8Zo+fbrJ+aIotls00ZpQxHiKRevvkbHMzEw8++yz+P77782uzmROWVmZVe2I7EUQBIwbNw4nT560uLzuhQsXoNPpEBERYePeEfUsS7/z/fz8EB8fjzlz5uDOO++ESqWycc+IiG4dgxkiG3BxcbF3F3o1e399fH19cd999+G+++4D0Dz1JiUlBTt37sSWLVukN0AZGRl48cUXTQrZtqxABDSv8NMyrcla5pavFkURq1atwkcffdTp11JTU9MmmHnxxRdx9OhRaWWjb775Bt988w0AICwsDDNmzMDs2bNx7733Wix6aLxcr7Wfxg8dOlTabmpqQk1NTbtFFa35Y9r4vxVLBbV/+OEH3HvvvW1GFnWkpqamU+2J7EGhUGDatGlITExEXV2d2TZZWVmorq7GiBEjOrVcPVFvUl9fj/Pnz0sfmCQmJpptt2DBArz33ns27h0RUfdiMENkA7ZacYi6h0wmw+TJkzF58mQ88sgjiIuLQ3FxMQBgy5Yt+Nvf/iYVc2tv1IY1zI3m2LJli0koM3/+fMTHxyMqKgohISFwc3MzGZo9dOhQ5OfnA2gOlVpzc3PD4cOHsWnTJrz33nvIzc2VjuXl5SEvLw/bt2+Hm5sbHnvsMbz66qttitXV1tZK2+7u7la9ttbtOgpmumMJ0tLSUsTHx0uhTFhYGB555BHcfvvtCAsLg5eXFxQKhXSvl19+Ga+88goA8187ot5IqVRi6tSpOH36tMVAsaCgAEVFRRg6dCiGDRvG6RzUq1VXV+PcuXNSCJOSkoKLFy9a9XuZI2SIyBEwmCEiaseoUaPw97//HYsXLwYANDY24syZM7jjjjsAmIYPX375Je69995bvqfxKimvv/46XnjhhXbbWzPSw8XFBWvWrMGaNWuQnp6OY8eO4fjx4zh+/DgKCgoANH86+fbbb+P48eM4fPiwSThjXDTY0qf0rbVuZzwFrKds2bJFCsuioqJw7Nixdgsec5QM9VUKhUIKZywFxAaDAZcvX8a1a9cwbNgwDB061Ko6WEQ9qaKiAmfPnpUCmNTUVPz4449dvl7rUaJERH0Rgxkiog7MmzfP5HlRUZG0HRAQIG3fyh+WLa5duyZdx9vbG3/84x/bbV9dXW12OlR7brvtNtx222147LHHADQXDH3vvffw4YcfAgBOnz6NTZs24Q9/+IN0jr+/v7R99epVq+7TMooHaF4S3RbBzMGDB6XttWvXdrgKlXEfifoaV1dXxMbG4syZM+0WRtVqtcjKysKVK1cwYsQIhISEdMsINaKOlJSUmAQwLYXsu9O0adO69XpERPbAYIYcliAIGRYOyW3aEerzFAqFyXO5/Kf/hKZMmYJ9+/YBaK5tYhxmdIVxzZoRI0Z0WGT3xIkTJsWEu2LChAnYunUrnJycpGWtv/76a5PXEhUVJW0nJSVBr9d3+Mn7yZMnTc63xRtB46+fpaWFW+j1epM+EvVFLi4uiImJQUpKikktKHMaGhpw7tw55ObmYtSoUaw/Q92qvLwcJ0+elAKY1NRUaURmT/n1r3/N6eJE5BAYzBARdeDcuXMmz0NDQ6Xt+fPn47XXXgPQPFrjwoULt7TksvFS1/X19R22f//997t8r9bmz58vBTM3btwwOTZt2jTI5XJoNBqUlpbiv//9b7tLZouiiI8//lh6brxEeE/qzNfvyy+/lGoHEfVlzs7OiImJwfXr15GdnY3GxsZ229fU1CApKQmurq4IDQ1FVVUVampqbjnkpf6lvLwcx44dw5EjR3DkyBGkpaX1+D0HDBiA6OhoREdHY968eZg1axZHfxGRQ2AwQw5LFEWzH5cLgjAGQLqNu0O9xPr16zFu3DjMnj3bqvY6nQ4vvfSS9DwgIAATJkyQnsfExODOO+/EkSNHIIoiHnroIRw/frzdIrctmpqaUFdXZzI/PiwsDIIgQBRFpKenIzc31+Kyt7t378a3337b7j00Gg20Wm2HU3oA0ylKxlOXAMDLywvx8fHYvn07AOCZZ57BzJkzLU5P2rRpE86fPw+gOSx5+OGHO7x/dwgPD0dmZiYA4KuvvjIZ6WOstLQUTz31lE36RGQLgiBg8ODBCA4ORl5eHnJycqDT6do9p6mpCf7+/vD394der0dNTQ1KSkrg4eFhMjKQCGiuDXPs2DEcPnzYJkGMr6+vFMJMnDgR0dHRCAsLMwngiYgcBX+zEVG/kpSUhDlz5mDixInYuHGjSb2Y1tLT0zFv3jwcOHBA2vfss8+2+aNw48aNUvCRlpaGmJgYk3Nay8nJweuvv46wsLA2U2n8/PwwZcoUAM2FOxctWoTs7GyTNgaDAZs2bcKSJUvg5OTUZqqVsaKiIgwePBi///3vkZSUZLaNKIrYu3evSQB19913t2n35z//WXqdly5dwl133YXLly+36dvGjRuxZs0aad9vf/tbhIWFWexjd5o/f760/cYbb2Dnzp1t2qSmpuJnP/sZrl27ZvUKU0R9hZOTE4YNG4a4uLhOvYl1cnKCl5cXcnNzsX//fpw4cQI5OTmorq7mSJp+qqKiAl9++SXWrFmDCRMmwM/PDwsXLsSGDRu6PZQJCgrCPffcgz/96U/Ys2cP8vPzUVpain379uGNN97AokWLEBERwVCGiBwWR8wQUb/UMv/9d7/7HYYOHYqxY8fCz88PLi4uqKysRFpaWptAZOHChXjiiSfaXOu2227DZ599hvj4eNTX1yM7Oxtz5szB4MGDMXnyZPj5+aGpqQmlpaU4f/48rl+/3m7f/vKXv2Du3LkwGAw4e/Ysxo4di+nTpyM8PBy1tbU4fvy4FCi9/vrr2Lx5c7tFbKuqqrB+/XqsX78ePj4+0rLbcrkcJSUlSEtLQ15entQ+MjISTz75ZJvrhIeHY+vWrVi8eDH0ej0SEhIwYsQIzJgxAxEREairq8Px48dNXl9sbCzefPPNdl9vd1q+fDnWr1+PS5cuQaPRYMmSJVi3bh3Gjx8PhUKB9PR0JCcnAwDGjx+Pu+66y6b9I7IVV1dXjBkzBmFhYbh48aJJ/SVrVFVVoaqqChcvXoSbmxsGDhyIwMBA+Pj48M2xg6qsrDSZmnT+/PkeCeVCQ0OlkTAtj6CgoG6/DxFRX8Jghoj6lVmzZiEpKckkiLhy5Uq7q0QolUo8//zzeP755y0W450/fz5OnTqFVatWISUlBUDzCkvXrl2zeN2hQ4di0KBBZvu4adMmPPHEE9DpdNBqtdIfyi1kMhnWrl2L559/XqoLY46Li4tUGwZo/gTUeOWi1u6880589tlnFkeSxMfHw93dHatXr8aNGzeg0+lw+PBhHD58uE3bX//619i6dWu7I3q6m1wuxzfffIN58+ZJo3mysrKQlZVl0m769OnYvXs3tmzZYrO+EdmDm5sboqOjER4ejosXL6KsrKzT16ivr5d+Tzo7O2PgwIEICAhAQEBAhwXKqfdqamrC3r17ceTIERw+fLhHgpiIiAhpGlJ0dDSioqLg5+fXrfcgInIE/L8pEfUrDz/8MB5++GGkp6fj6NGjSExMxMWLF5Gfnw+1Wg1RFOHp6YnAwECMGzcOcXFxuP/++03qwFgyfvx4JCcnY9++ffjyyy9x8uRJFBYWoqqqCnK5HP7+/oiMjERsbCzuuusuTJ061WLRwkceeQTTp0/HO++8g8OHD6OwsBBKpRIhISGIi4vDypUrLdZPMRYSEoLy8nIcOnQIx48fR0pKCnJyclBaWoqmpiZ4enpiyJAhmDx5MuLj462qvTN//nzk5OTgn//8J7799ltkZGSgrKwMSqUSwcHBmDlzJpYuXSpNybK1yMhInD17Fps2bcIXX3yB7OxsNDU1ITAwEGPHjsWDDz6IRYsW8Q0l9SteXl6YMmUKKioqUFhYiOLiYimw7QydTofCwkIUFhZCLpfzjXYflZKSggcffBCXLl3qtmuqVCrccccduOOOOzBp0iRMmDABXl5e3XZ9IiJHJnDeMPU3rYv/JicnY+LEiXbsEXVWQ0ODVOAVAEaPHg2lUmnHHlFn8XvoGPh97LtEUcSNGzfw9ddfw8vLq8tLZ8vlcsyaNYvTm+yosz+HoigiJiZGmtZ5q1xdXXHPPfdg3rx5CA0NRXBwMIKDg+Hj48MVk6zE36WOgd9Hh2LzX178uJCIiIionxEEAZ6enigqKkJRURFcXFygUqkwfvx4VFdXw2AwWHUdjUaD+vp6q1Z+o96hvr6+20IZoHlK1J49e7Bnzx6T/XK5XAppWh4hISFt9lla3Y+IqD9hMENERETUz2m1WpSVlWHUqFFQqVQoLS3FjRs3UFJSgqamJovndbQyHPU+bm5u8PHxQUVFRY/eR6PRIC8vz6Smmzmenp7thjchISEICgriEu5E5NAYzBARERGRxNnZGUFBQQgKCoIoivjxxx8t1iIZPHgw6zX1MYIg4IMPPsCvfvUre3cFAFBTU4Ps7Ow2KyG25uvrazG8CQwMhJ+fH3x9faFSqTiFioj6HP6flIiIiIjM0uv1FleXk8vlGDFihI17RN1h0aJFyM7OxieffILLly+joKBAKupcU1Nj7+6ZVV5ejvLycly4cKHdds7OzvDx8ZGCGj8/P5Pt1v/6+flBpVKxThIR2RWDGSIiIiIy6/r162hoaDB7LDIyEi4uLjbuEXWXyMhIvPLKK23219TUoKioyCSsKSwsbPO8K6t62YJOp0NJSQlKSkqsPkcmk8HX17fd8Kb1Pi8vLzg5OfXgKyGi/oTBDBERERGZVVZWZvFYVlYWACA0NJRTRxyIp6cnPD09ERkZabGNKIqorKzsMLwpLi6GXq+3Ye+7xmAwoLS0FKWlpVafIwgCfHx8rB6V4+vrCx8fH4Y5RGQWgxkiIiIiMsvd3d3iMZ1OhwsXLqCgoABjx47l6jr9SEso4ePjg7Fjx1psp9frUVJS0m54U1BQ0G4A2FuJoihNr7JUg6k1QRDg5eXVJrzx8vKCXq+HSqWCl5cXKioqEBISIoU5HJlG5PgYzBARERGRWWFhYSgsLLQ4nQkAKioqcOzYMQwbNgzDhg3jiACSODk5SYWkJ06caLGdRqNBcXFxu+FNYWEhqqurbdj77tcy0qiyshI//vij1eepVCqrRuWMGzcO3t7ePfgKiKinMJghIiIiIrMUCgWmTZuG9PR03Lhxw2K7ltWbbty4galTp/ITfuoUuVyOIUOGYMiQIe22q62tRVFRUZvwprS0FOXl5SgrK5P+7eshjjG1Wg21Wo3c3Nx227m4uOCJJ57A22+/zemFRH0MgxkiIiIiskipVGLSpEkoKipCRkZGu0Vfq6urkZaW1u7oCKKu8vDwwPDhwzF8+PAO2zY1NaGgoADXrl2z+CgvL7dBr21Hq9Vi/fr1iIqKwkMPPWTv7hBRJzCYISIiIqJ21dfXWz0CoaKiood7Q32VKIpobGxEfX09GhoaOvzXmjbtndNfHTx4kMEMUR/DYIaIiIiI2tDr9SgqKsLVq1c7FbYoFIoe7BV1N4PBgMbGxi6HH505pz+HJbYUHh5u7y4QUScxmCEiIiIiAD8VJ7127RoKCwuh0+k6db5MJmt3mWXqmrq6OuTm5qK2trZN6KFWq3HlyhU0NjZCo9HA3d0dWq3W6sCksbHR3i+PulF4eDhWrVpl724QUScxmCEiIiIiODk54eLFi6iqqur0uYIgIDAwEMOHD8eAAQN6oHf9T0lJCb766ivs2bMHBw4cgFartXeXyE7c3NygVCqhVCql7db/KpVKTJw4EfHx8QgICLB3l4mokxjMEBEREREGDRrU6VDG09MTgwcPxqBBg+Dq6tpDPes/rly5gj179mDPnj04ceIERFG0d5fIDEEQOgxJLB0z19bJyQnFxcVQKBSQy+UYO3YsfHx84ObmBrlczhWWiPoBBjNEREREBE9PT6vaOTs7IyQkBIMHD4ZKpeKbxlsgiiKysrLwxRdfYM+ePUhNTbV3l/osmUzWpVCkK227OyxpaGhAZmam9DwkJARKpbLbrk9EVWik+QAAIABJREFUvR+DGSIiIiKCTqeDXC63eNzPzw+DBw9GYGAgnJycbNgzx2IwGJCcnCyFMZcuXbJ3l3qMTCbrsXCk9b+urq4MCYmoz2IwQw5LEIQMC4cs/9VJRETUT5WUlCAsLMzssYiICIwaNcrGPXIcOp0Ox44dk6YpFRQU2K0vTk5O3R6KWGrr4uLCsISIyAoMZoiIiIgIFRUVGDduHGpqatocy8vLQ1BQELy8vOzQs74tJSUFS5cuNZmq0hWxsbEYPXp0mxDExcUFlZWVUn2S4cOHw9vb22Jw4uLi0k2vjIiIuguDGXJYoiiOMbdfEIQxANJt3B0iIqJeLzw8HGlpaW2KzhoMBpw4cQJDhgzBiBEjWOjXSjqdDosWLUJeXt4tXWfq1KmYNGkSgoKCEBwcLD2CgoKgUCiQlZUltR09ejTrkxAR9TEMZoiIiIgIQPOyvGFhYbh8+bLZ4/n5+SgsLMSIESMQGhoKmUxm4x72LefOnbvlUAYAEhISkJCQYPaYXC6Hn58f/Pz84O/vj8jISISGhpqEN8HBwSzUTETUizGYISIiIiJJZGQkCgsL0djYaPa4VqtFeno68vPzcdttt8HX19fGPew7AgICevweGo0GBQUFUt2aAwcOmG2nVCpNgprWI29atj09PRngEBHZGIMZIiIiIpI4OztjwoQJSEpKgsFgsNiupqYGCQkJCA4OxqhRozh9xozBgwfjsccewz/+8Q97dwUNDQ3Izc1Fbm5uu+3c3d3NTpkyfh4REcGVuYiIuhGDGSIiIiIy4efnh6lTpyItLc1sMWBjhYWFuHHjBiZMmICgoCAb9bDvePfdd3HHHXfg3//+N65evYqioiIUFRVBp9PZu2tm1dXVIScnBzk5ORbbBAYG4q9//SuWL19uu44RETkwBjNERERE1Ia3tzdmzJiBq1evIjs7G1qt1mJbvV6P1NRUzJgxAwMGDLBhL3s/FxcXxMfHIz4+XtpnMBhQVlaGwsJCFBUVobCwUHoYPy8uLoZer7dj780r/v/s3Xl8VNX9//H3mck6ZCWBQAgEEkLYlV1lccEKKiq21tZWi1r9qa3Wura2VZG2VutW20rVr36LVFv1a1ut1ILSKqCCrLKZBCSQsIRAEiBkn8zc3x9AGpKZrDOTZOb1fDzy8M495577Ybu5vnPuuQcP6sYbb9TIkSM1efLkri4HAHo8ghkAAAB4ZLPZlJaWJqfTqby8vBb7Wpal0tJSgpk2sNls6tu3r/r27aszzzzTaz+Xy9UQ4HgLcfbv36/i4uIWHzvzB8uy9M9//pNgBgB8gGAGAAAAzRw/flwFBQXat29fmx+7CQ8P93NVocVutyslJUUpKSkaN27caW1Op1MFBQX64osvtGrVKm3dulWff/65iouLA1Zfv379AnYuAAhmBDMAAACQdOIRmwMHDqigoEClpaXtOjYmJob/Ufex6urqhvVeTi3cu2vXLn355ZcqLCzs0secMjMz9fWvf73Lzg8AwYRgBgAAAHI4HPr8889VW1vbruPsdrvS0tI0fPhwhYVxa+kLq1ev1pNPPqklS5aorq6uq8tpkJKSoszMTJ133nn6/ve/r+Tk5K4uCQCCAt89AQAAQpzNZtOwYcPaFcrExMQoPT1daWlpPMLkA263W++++66eeOIJffLJJ11Sg81mU3p6ujIzM5WZmamhQ4c2bGdkZCgmJqZL6gKAYEcwAwAAEOLi4+Nlt9tb7WeMUb9+/ZSenq6kpCQZYwJQXXCrqanR4sWL9dRTT2nHjh1+P190dLQyMjI8hi/p6emEbADQBQhmAAAAQlxLr8KWpMjISKWnp2vQoEGKiooKUFXBraysTAsXLtTvfvc7HTp0yKdj9+7duyFsaRrA9O/fn0ANALoZgpkgZowZL+lqSRdKGiCpt6RSSQclfS7pQ0kfWJZ1sA1jzZQ0T9JZJ8eqlbRP0jJJL1uWleuPXwMAAPC/yspK1dfXe1wjZuDAgRozZoxsNlsXVBZ8du/erWeeeUYvv/yyqqqqOjxOWlpawyyXmJgYpaWlKS0tTTNnzlRqaqoPKwYA+BvBTBAyxvSV9LSkb3to7n/ya5ykGyQ9J+n2FsaKk/SipG80aXJISpQ0RtKdxpiHLcv6VeerBwAAgWZZlg4fPqz+/fs3aysuLpYxRnFxcYqLi1NsbCyPu3SAy+XST37yEz355JNyu91tPm7UqFE6//zzT5v9MmTIEEVHR0s68eamL774oqF/YmKiz2sHAPgXwUyQMcYMkvSRpCGNdu+WtFEnZstES8qSdKakFuciG2PCJf1N0sxGu7dJ2nBynBmS+kkKl/SoMSbcsqwFPvmFAACAgDp8+LBSU1NlWdZp++vq6lRYWHjaPofDodjY2IawJi4uTg6Hg0dkWvCrX/1Kv/71r9vcf+bMmbr33ns1a9Ysfl8BIMgRzAQRY0y8TjyedCqU2SjpDsuyPvXQN0bSpZJa+k7/oP4bytRIusGyrNcbjREh6ReS7ju56xFjzArLslZ06hcCAAACzul0qnfv3iotLW21b1VVlaqqqlRcXNywz263NwtrmF3zX2+88Uarfex2u66++mrde++9Gj9+fACqAgB0BwQzweVJSRknt1dKutiyLI8PL1uWVSHJ6x3Cyceh7m6064eNQ5mTY9RJuv/kLJ1Tjzr9StI5HSsfAAB0pf79+7cpmPHE5XLp6NGjOnr06Gn7mV1zQp8+fVrtc8EFF+jpp59Wv379AlARAKC7IJgJEsaYMyXddPLjcUnf9hbKtNE8Sb1Obu/QiXVmvLlf0tcl2SSdbYwZZ1nWpk6cGwAAdIHY2FilpaVp3759PhuT2TUn3HHHHVqxYkWL68t88MEHys7O1iOPPKLbb7/d42LMAIDgw/L6wePWRtv/a1lWZ++o5jbaXmQ1feC8EcuyCiX9u9GuKzt5bgAA0EXGjBmjkSNHKj4+3m9vYjo1u6awsFDbtm3Tp59+qmXLlmn16tU6fvy4X87Z1a688kq98cYb6tu3b4v9ysvLddddd2nChAk+DcgAAN0XwUwQMMbYJV3TaNdrnRwvSidei33KR204rHGfCzpzfgAA0HXsdrsyMjI0ffp0zZ49W+eee67Gjx+voUOHqm/fvoqKavHdAZ1SWlqqzz77TC6Xy2/n6EpXXXWV8vLydMcdd7Qaem3ZskUXXXSR6uvrA1QdAKCrMD8yOIyWFHdyu1LSJmNMpKTrJX1L0oiT7SWSPpf0jqRXTq4R40m2/hvaWZLa8ljSxkbbI9pTPAAA6J5sNptiY2MVGxur1NTUhv11dXUqLy/X8ePHVV5e3rDdntdAe1NTU6OysrI2rcnSE9ntdk2YMEHDhg1Tbm5ui31zcnK0c+dOjRjBrRUABDOCmeAwqdF2nqRMSW/pRGDT2ICTX5dKesAYc5VlWRvVXHaj7UOWZdW0oYbG79HsbYzpY1nW4TYc1yknFylu751bpj9qAQAgVERERCg5OVnJyckN+9xut6qqqhqCmlNfNTVtuY04XXV1tS/L7XJOp1Pvv/++Xn31Vb3zzjvt+vWF2iLJABCKCGaCw8BG225J70sadPJzrqR1klySxko69e7FIZJWGmOme1ioN6nRdrHa5mCTz70l+T2YkfQ9SQ8H4DwAAKAFNptNMTExiomJaTa7pvHMmrbMrqmr8zapt+ewLEtr167Vq6++qtdff10lJSXtHmPWrFkaPny4H6oDAHQnBDPBIaHR9sST/62WdL1lWW827miMOV/Sm5KSdeKtS28YY0ZZluVs1C2m0XZbf6TTtF+Mx14AACCkREREKCkpSUlJ//25j2VZqqysVGFhofLz85sd43Q6m+3rST766CN9//vf1xdffNGh4xMSEnTrrbdq/vz5vi0MANAtEcwEh14e9s2zLOv/mu60LOtDY8zlkj7WiXVksiR9W9KiRt0ar+rX1h9Z1Tb5HN3G4wAAQAipq6tTcXGxDhw44HUWSU8OZnbv3q1LLrmk3Y9jRURE6LLLLtO1116riy++WJGRkX6qEADQ3RDMBIemD2+v8xTKnGJZ1mpjzN8kXXVy1zd1ejDTeLyINtbQ9O4hUA+HL5Tk9dfqRaZOLIAMAAACwOl0NoQxhw8flmVZrfbvqZ555pl2hTLnnnuurr32Wn3ta19TYmKiHysDAHRXBDPBoaLJ57+34Zi/67/BzDktjNfWmS9N+zWtyS8syzok6VB7jmERPQAA/O9UGFNUVKTDhw+3641NPXW2iNPp1Ouvv95qv5EjR+q6667TNddco/T09ABUBgDozghmgkNpk89teaC5cZ9YY0ysZVnHPYyX0sYa+jX5XNbG4wAAQJCor68/bWZMR16fbYzRoEGDWu/YDX3wwQc6fNjzuw/69++vb33rW7r22mt1xhln8IMiAEADgpngkNvkc1tmqzTtEyvpVDCT12h/X2NMVBtemd34DqosEK/KBgAA3YPL5VJeXp727NnToTDmlN69e2v48OGKi4vzYXWB8+qrr3rcn52drQceeECZmZlKTk6W2+2W3W4PcHUAgO6KYCY4bGvyObYNxzTtc6zRdp5OvHbbJslIOlPSmlbGG99oO6cN5wcAAEFi69at2rdvX4eOTUxMVP/+/dW/f39FR/fcdwccP35cb7/9tse2vLw8XX/99Q2fw8PDNXDgQA0ePNjjV2pqKsENAIQQgpkgYFnWbmNMvqSMk7tGSvJ8Z/BfIxttl1mWVdlovBpjzBr9d+2Z89R6MHNuo+3/tFo0AAAICi6XS/v372/XMQkJCUpNTe3xYUxjGzdubPOiv06nU/n5+R5fFS5JYWFhXoOb9PR0DRgwQGFh3MYDQLDgih48/i7pnpPbV0p6tJX+VzbaXumh/W39N5i5XtJj3gYyxqRJmtnkWAAAEAJsNlub+sXHxzeEMQ6Hw89VBZ4v14ypr6/X7t27tXv3bo/tdru9IbhJS0uTw+FQamqq+vXrp169emno0KEENwDQg3DFDh5/kPQDSeGSJhpjvu7tldnGmLN1ejCzyEO3VyQ9LKmXpGxjzE2WZb3k5dy/lnRqvu1qy7I2dqB+AADQAxljlJ6erj179rTYr3///srIyAjaRW+nTp2q0aNHa9u2pk+Y+57L5dKePXu8/p7b7XalpaU1m2lzajstLU3h4eF+rxMA0DYEM0HCsqxdxpiFku48uWuRMUZNwxljzPmS3tSJ9WOkE48o/cPDeIeMMU9LevDkrt8aY8oty3qz0VgRkhZIuqbRoQ/45BcEAAB6jBEjRqi2tlZFRUVe++Tm5qq0tFQDBw5Unz59gi4YsNvt+uCDD/TQQw/pvffea/fjXb7kcrlUUFCggoICrVixolm7zWZrCG6GDBnS7Cs1NbXNM6EAAJ1HMBNcfqQTi/BOl+SQ9KYxJkfSOkkuSWMlTWjUv0jS1ZZlWV7G+7mkqZIukBQt6Q1jzM8kbZQUJWmGpP6N+j9sWVbz7/4AACCo2e12jR8/Xvn5+crJ8f4OgMOHD+vw4cMyxigpKUkpKSlKSUkJmkeb+vXrpxdffFGSVFtbq8LCQu3Zs0cFBQUNM1xOfR04cEDeb8H8y+12q7CwUIWFhVq5svkT7REREUpPT/cY2gwePFjJyclBO/MJALoCwUwQsSyr1hhzmU481nRqFsuIk19NfSbp65Zl7W1hPKcx5quSXpR09cndY05+NeaUNN+yrNbWtQEAAEHKGKPMzEzFx8dr48aNqqur89rXsiyVlJSopKRE27dvV1xcXENIEx8fHxT/0x8ZGamsrCxlZWV5bK+trdXevXsbgpqm4c3+/fu7LLipq6vTzp07tXPnTo/tMTExXmfbDBkyRLGxbXlBKADgFIKZIGNZ1jFJ3zLGPC/pO5KmSRqgE2vAFOvEo0tvSnq7hZkyTcf7hjHmfyTNk3S2TsyScUraK2mZpJcty+IV2QAAQMnJyZo+fbrWr1+vY8eOtemY8vJylZeXa+fOnYqKimoIaZKSkoL2tdGRkZEaOnSohg4d6rG9rq7utOCmaXizb9++LgtuKioqtG3bNq/r6SQlJZ02w6ZxaJOenq6oqKgAVwwA3RvBTJCyLGulPL9tqaPjLZe03FfjAQCA4BUdHa1zzjlH27Zt0969XifnelRTU9OwPordblffvn2VkpKivn37KiIiwk8Vdz8RERHKzMxUZmamx/a6ujrt27dPeXl5Wr16tYqKinTgwAGVl5ersLBQ+/btk9vtDnDVJ5SWlqq0tFTr16/32J6amup1tg2vAgcQirjqAQAAwOfsdrvOOOMM9enTRzt27FBFRUW7x3C5XCoqKlJRUZGMMUpMTFRycrKSkpKUmJgY0gvURkREKCMjQ/3791ffvn0b9o8cOVLR0dFyOp3at29fs7VtCgoKtHv37i4Nbg4cOKADBw7ok08+adYWFhamrKwszZs3T/fee2/QzpgCgMYIZgAAAOA3qampSk1NVUVFhYqLi1VcXKyysrJ2j2NZlsrKyhqOtdls6t27d0NQEx8fH9JBTVPh4eENs1A8cTqd2rt3r3bv3u3xq7i4OMAVn1BfX6+cnBz9+Mc/VllZmR5//PEuqQMAAolgBgAAAH4XExOjmJgYZWZmqra2VocOHVJxcbEOHz4sl8vV7vHcbnfDAsLSiZkWSUlJSkpKUnJysmJjY4NiEWF/CQ8PV0ZGhjIyMjy2V1VVNcyy8RTcHD161O81vvzyy3rsscf4cwQQ9AhmAAAAEFCRkZEaOHCgBg4cKJfLpZKSkobZNLW1tR0as76+vmEM6UTwcGo2TXJysnr16sX/4LeDw+HQyJEjNXLkSI/tR48ePS2oaRrgVFdXd7oGp9Mpl8vFmjMAgh5XOQAAAHQZu93e8BYmy7J07NgxFRcX6+DBgzp+/HiHx3U6nQ3r00gnwqDGQY3D4fDVLyEkJSQkaNy4cRo3blyzNsuydOjQoWazbPbs2aPc3Fzt27evTef49re/TSgDICRwpQMAAEC3YIxRQkKCEhISlJ2draqqqoaQpqysrFOvh66trdX+/fu1f/9+SSdmhJx6fTNr0/iWMaYhbJsyZYoKCwu1du1arV27Vjt37mzTGDfeeKOeffZZP1cKAN0DwQwAAAC6pVPhyZAhQ+RyuVRWVqbS0lKVlJR0eo2Tqqoqbd++XdXV1V4f10H7HTlyROvWrWsIYtauXduuhYSHDBmiF154QV/5ylf8WCUAdC8EMwAAAOj27Ha7EhMTFR4erpiYGB07dkz79u2T0+ns1Lh79uzR8OHDmTXTATU1Ndq8eXNDAPPZZ5+1eUZMUzabTffcc4/mz5/PY2YAQg7BDAAAALoNt9ut6upqVVRUqLKy8rT/dnRh4JZYlsWiwG3gdru1Y8eO00KYzZs3dzoYk6Rx48bppZde0vjx431QKQD0PAQzAAAACLi6urrTQpdT25WVlZ1aS6a90tLSCGY8KCoqOi2EWbduncrLy316jujoaD3yyCO66667WOQXQEjjCoigZYzZ7qUpMqCFAAAQ4urq6nTkyBGVlZXpyJEjOn78uE9mWnRGWFiYBg4cqGHDhnVpHV2hoqKi4Y1VRUVFOnDgwGmf8/Ly2vzmpI6IiIjQlVdeqUcffVQZGRl+Ow8A9BQEMwAAAPCpqqoqlZWVnRbEdJXo6Gj16tVLMTExp/03Ojo6qGbKWJalyspK5ebm6siRI15DlwMHDqiioiKgtWVnZ2vKlCmaPHmyJk+erLFjxyoykp+TAcApBDMIWpZljfK03xgzStK2AJcDAEBQsixLx48fbwhiysrKVFNTE9AawsLCmoUvp7btdntAa/E1y7JUVlbWLGA5FbLs379fhYWFKikp8csaPO3Vr1+/00KYiRMnKiEhoavLAoBujWAGAAAAbeZyuXTs2LHTZsQE4rEkY4wcDofH2S+RkZE9bvaL2+3W4cOHPc5qabzv4MGDqqur6+pyPYqJidHEiRMbQpjJkyezZg8AdADBDAAAALxyOp0N68OUlZXp6NGjcrvdfjtfRESEx9kvDoejR7zSur6+XsXFxS2u4XLgwAEVFxfL5XJ1dbltZrfbNXbs2NNCmBEjRvT4GUkA0B0QzAAAAOA0brdbhYWFKiws9PmbeCTJZrOpV69eHme/RERE+Px8/lJRUaGlS5dqyZIl2rx5s4qKinTo0KGAvlXKX4YMGXLaI0njxo2Tw+Ho6rIAICgRzAAAAKCB0+nUunXrVFZW5rMxw8PD1bt374av+Pj4HjH7xZODBw/q3Xff1TvvvKPly5d3i3Vd2iM5OVn9+/dXamqq+vfv3/DV+HO/fv0UHR3d1aUCQMggmAEAAICkE6+1/vTTTzv9FqXo6OjTgpiYmJgeve7Ijh079Pbbb+vtt9/WmjVrut2MGJvNpsTERCUnJ2vw4MEaOHCgx9AlJSWlR81IAoBQQTADAAAARUZGauvWrR1aaDY2Nva0IKanz7Zwu91at25dQxiTm5vbJXWEhYWpX79+p4UsTWe3JCQkqKSkRGFhJ27rR44c2eN//wEg1BDMAAAAhDiHw6GsrKw2hTI2m03x8fENIUxiYmJQzMKora3Vf/7zH73zzjv6xz/+oaKiIr+dKyIiwmPI0vRzcnJyq498VVdX6+jRo36rFQDgfwQzAAAAISwuLk4ZGRktvl2nT58+DUFMQkJCULyJx+VyaevWrfr444+1YsUKLVu2rNOPcDkcDq8hS+PPiYmJPfrRLgCAbxHMAAAAhCDLshoCA28hgTFGY8eO1cCBAwNcne9VV1dr7dq1WrVqlT7++GOfrKUjSZMnT9bcuXN1xRVXaMSIEQQuAIB2I5gBAAAIMTU1Nfr888+VmprqtY/NZtOECROUkpISwMp8p6SkRJ9++mlDELNhwwY5nc5OjxseHq4LLrhAc+fO1eWXX97i7yEAAG1BMAMAABBCDh06pM8//7zF9WTCw8M1efJkJSYmBrCyjrMsS7t379bHH3/c8JWTk+Oz8ePi4nTppZfqiiuu0MUXX6y4uDifjQ0AAMEMAABACHC73crLy9OuXbta7BcdHa0pU6YoJiYmQJW1n8vl0pYtW04LYg4cOODTcwwYMEBXXHGF5s6dq3PPPTcoFjgGAHRPBDMAAABBrrq6Whs3btSRI0da7BcTE6MpU6Z0y9ctW5al9957T7///e/1ySef+GR9mKZGjRqluXPnau7cuZowYQLrxQAAAoJgBgAAIIg5nU6tWbNGlZWVLfY7ePCgrrjiim4ZykjSc889pzvuuMNn49lsNp1xxhmaPn26pk2bpqlTp7JeDACgSxDMAAAABLGioqIWQ5n6+nrt3r1b5eXlstlsAaysfR555JFOHX/qEa1p06Zp+vTpOuuss1grBgDQLRDMAAAABLGWFvmVpMOHD6u8vDxA1XSM0+lUSUlJu45JSkrStGnTGoKYcePGsU4MAKBbIpgBAAAIYn369FFeXp4sy/LY3r9/f0VERKigoCDAlbVdeHi4evfurbKyMq99MjIyTgtisrOzWSMGANAjEMwAAAAEsfj4eI0ZM0Zbt271Gs4kJSUpOjpaNTU1Aa6u7TIzMz0GMwsXLtTll1+uAQMGdEFVAAB0Xvd9kBgAAAA+MWjQIE2ZMqXFR3kcDoe2bt2qY8eOBbCytktPT/e4f+zYsYQyAIAejWAGAAAgBCQnJ2v69OmKj4/32qe+vl6rV69u93ou/uR0OvXwww/rb3/7m8f2/Pz8AFcEAIBvEcwAAACEiOjoaJ1zzjlKS0vz2qe+vl5r167VwYMHA1iZZzt27NDUqVO1YMECud1uj30cDkeAqwIAwLcIZgAAAEKI3W7XGWecoaysLK9rzrjdbq1fv16FhYUBru4Ey7L04osvaty4cVq3bp3XfjExMZo0aVIAKwMAwPdY/BdByxiz3UtTZEALAQCgmzHGKC0tTUuWLFFmZqbCwjzfEm7ZskV1dXUaOnRowGorLCzU7bffrnfffbfFftHR0frzn/+sQYMGBagyAAD8gxkzAAAAIaqiokJ5eXmqq6vz2ic3N1f79u3zey3r1q3TNddco4yMjFZDmQkTJmjTpk267LLL/F4XAAD+xowZBC3LskZ52m+MGSVpW4DLAQCgW6qpqVFeXp6ysrIUFRXlsU9OTk6L69J0lMvl0rvvvqunnnpKH3/8cav9bTabHnjgAT300EMtvmEKAICehGAGAAAgxNXV1SkvL09nn322qqqqPLb7UmVlpRYtWqTf/OY3+vLLL9t0zODBg/WnP/1J06ZN82ktAAB0NYIZAAAAqL6+XllZWdq8eXOztujoaJ+c48CBA/rd736nF154QUeOHGnzcfPmzdNvf/tbxcXF+aQOAAC6E4IZAAAASJLH2TKSlJiY2Klxv/zySy1YsECvv/66nE5nm49LSUnR73//e1111VWdOj8AAN0ZwQwAAABkjFFpaanHts4EM5s2bdK0adO8hj6eDB8+XHfddZeuu+46n83WAQCguyKYAQAACHFRUVEaPHiwysrKPLb37t27Q+O6XC5997vfbXMoc8EFF+iee+7R7NmzZbPx8lAAQGggmAEAAAhhffv21YABA7wGIXa7XbGxsR0a+49//KM2bdrUYp+wsDBdc801uvvuu3XmmWd26DwAAPRkBDMAAAAhqKamRllZWa0uqJuamipjTLvHP3bsmH7yk594bU9ISNCtt96q22+/XQMGDGj3+AAABAuCGQAAgBCzf/9+bd26tdVQJiEhQSNGjOjQOX7+85/r8OHDzfYbY/T000/rpptuUkxMTIfGBgAgmBDMAAAAhJBdu3YpJyen1X5ZWVnKysrq0FovO3bs0LPPPuux7YYbbtAPf/jDdo8JAECwYlU1AACAEOF0OrVjx44W+zgcDk2dOlXZ2dkdXoD3z3/+s+rr6z22LV++XL/5zW9UUVHRobEBAAg2BDMAAAAhorS0VC6Xy2t7SkqKZsyY0anXY0tSbm6u17bCwkLddddlYjJ2AAAgAElEQVRdGjRokH72s5+puLi4U+cCAKCnI5gBAAAIEaWlpR7319XVaefOncrIyFBYWOefdP/KV77Sap8jR47ol7/8pdLT03Xrrbdq586dnT4vAAA9EcEMAABAiPAWzOTn56u8vNxn55k3b55uu+22NvWtra3VCy+8oOzsbF111VXasGGDz+oAAKAnIJgBAAAIAXV1dR7DF5fLpcrKSp+eKywsTAsXLtTHH3+sK664ok3HWJalv/71r5o0aZLuueceVVdX+7QmAAC6K4IZAACAEHDkyBGP+/25CO/UqVP19ttvKycnRzfddJMiIiJaPcayLD399NMaP3681q5d67faAADoLghmAAAAQoDT6fS4PxAzU4YPH67/+Z//0Z49e/TjH/9Y8fHxrR6Tm5urs88+Wz/96U9VW1vr9xoBAOgqBDMAAAAhICoqql37/aF///761a9+pb179+qpp55SWlpai/3dbrceffRRTZ48WZ9//nmAqgQAILAIZgAAAEKAt1kqDocjwJVIsbGxuvvuu7Vr1y4tXrxYo0aNarH/li1bNGnSJP385z/3OvMHAICeimAGAAAgBISHh6tXr17N9kdERCg8PLwLKjpx7uuuu06bN2/W448/3uIaNPX19XrooYc0depU7dixI4BVAgDgXwQzAAAAISI6Otrj/q6YNdOY3W7X/fffrw0bNmjcuHEt9l23bp3OPPNMPf/887IsK0AVAgDgPwQzAAAAIWDv3r0qKSnx2GazdY9bwtGjR+uzzz7T/PnzFRYW5rVfdXW1brvtNs2ZM0cHDx4MYIUAAPhe9/guDAAAAL8pKyvT1q1bPbZZlqWqqqoAV+RdeHi4Hn74Ya1Zs6bVtWfee+89jRkzRm+//XaAqgMAwPcIZhC0jDHbPX1JeqerawMAIFCqqqq0fv16ud1uj+3FxcXd8nXUEyZM0IYNG/SjH/1Ixhiv/UpKSnTllVfqxhtv1JEjRwJYIQAAvkEwAwAAEKTcbrfWrVunuro6j+3Hjh3T/v37A1xV20VGRuqxxx7TypUrNXjw4Bb7/vGPf1Rqaqq+853vaOXKlaw/AwDoMQhmELQsyxrl6UvSFV1dGwAAgXDgwAEdP37cY5vD4VB+fn6AK+qYadOmafPmzbrxxhtb7FdTU6M//elPOvfcczV8+HA98cQTKi4uDlCVAAB0DMEMAABAkKqsrPTa1rdvX6+PN3VHcXFxevnll/W3v/1NycnJrfbfsWOH7r//fqWlpelrX/ua/vWvf8nlcgWgUgAA2odgBgAAIEjFx8d7bduzZ4+SkpICWI1vXHnlldq6dasuueSSNvWvr6/X3/72N11yySUaPHiwHn74YRUUFPi5SgAA2o5gBgAAIEilpKQoJSXFa3t6eroSExMDWJFv9OvXT0uWLNHzzz+vXr16tfm4ffv2acGCBRoyZIhmzZqlN998U9XV1X6sFACA1hHMAAAABCljjMaPH+91ZowxRkOGDGlxZk13ZYzRLbfcot27d+vXv/61hg0b1uZjLcvS+++/r2984xtKSUnRvHnztHTpUjmdTj9WDACAZwQzAAAAQcxut2vSpElKSEjw2G6MUUZGhmJiYgJcmW/06dNH9913n3Jzc7Vy5Up95zvfUVRUVJuPP378uBYvXqyLL75Yqamp+t73vqdVq1b1qPV3AAA9G8EMAABAkAsLC9OUKVMUFxfnsd1ms2no0KEtLhbc3RljNH36dL3yyisqKirSc889pzPPPLNdY5SUlOgPf/iDZsyYocGDB+u+++7Txo0befU2AMCvCGYAAABCQHh4uKZMmeJ1ZozdbldOTk6PDmdOSUhI0Pe+9z1t2rRJGzZs0G233eY1lPJm7969evLJJzVhwgQNHz5c8+fPV15enp8qBgCEMoIZAACAEBEZGamzzjpLDofDY7vT6dRnn32mmpqaAFfmP+PHj9fChQtVVFSkRYsWadq0ae0eY8eOHXrkkUc0fPhwjR8/Xk888YSOHDnih2oBAKGIYAYAACCEREVFacqUKYqIiPDYXlVVpc8++0wulyvAlfmXw+HQvHnztGrVKuXm5urBBx/U0KFD2z3Opk2bdP/992v06NFat26dHyoFAIQaghkAAIAQ06tXL40dO9brArfHjx9XYWFhgKsKnOzsbC1YsEA7duzQunXrdPfdd2vAgAHtGuPAgQO69957/VQhACCUEMwAAACEmIqKCu3atUs2m/dbwfLy8gBW1DWMMZo4caKeeuopFRYW6qOPPtItt9zi9fXiTW3evNnPFQIAQgHBDAAAQIior69Xbm6uVqxY0eoaKfHx8QGqqnuw2Ww699xz9fzzz6uoqEj//Oc/de2117b4GvFBgwYFsEIAQLAimAkRxphnjDFWo6897Tx+pjFmsTFmhzGm0hhTZozZYox5whgz3E9lAwAAH7AsSwcPHtSKFSv05Zdftvr656SkJA0cODBA1XU/4eHhuuSSS/SnP/1JxcXFXl+7/fWvfz3AlQEAglFYVxcA/zPGTJb0gw4eGyfpRUnfaNLkkJQoaYykO40xD1uW9atOFQoAAHzOsix98cUX2r17d6t9bTabsrOzNWTIkBYfcwol5eXl2rJli8e2b3/72wGuBgAQjAhmgpwxJlzSS+rA7KiTx/5N0sxGu7dJ2iApWtIMSf0khUt61BgTblnWgk4XDQAAfObo0aNtCmXKysp04YUXKjU1NQBV9QyWZemuu+7yuEjy1KlTlZGR0QVVAQCCDT8KCX4/0olZLZL053Ye+6D+G8rUSLrGsqwxlmVdb1nWNySlS3qiUf9HjDHndqpaAADgU0ePHm2xvaamRjt27NDu3bsVGRkZoKp6hgULFuj111/32HbttdcGuBoAQLAimAliJ9d++dnJj69J+qAdx/aVdHejXT+0LOu0OxPLsuosy7pf0huNdvM4EwAA3UhUVJTH/cYY7d+/X1988YWOHz8e4Kq6v7/85S+aP3++x7ZevXrp6quvDmxBAICgRTATpIwxRiceYYqUdESnhyxtMU9Sr5PbO3RinRlv7pd0ao7v2caYce08FwAA8BNvr342xqi4uLjVhYBD0Zo1a3TDDTd4bX/00UfVu3fvAFYEAAhmBDPB6zZJU09u32dZ1qF2Hj+30fYiq4W7NsuyCiX9u9GuK9t5LgAA4CcRERFKTExstt/tdisuLq4LKure9u/fr7lz56q2ttZj+0033aQ77rgjwFUBAIIZwUwQMsakSXrs5MdVkv63ncdHSTqr0a6P2nBY4z4XtOd8AADAv/r06eNx/5AhQ5j50cTDDz+s4uJij23nn3++nnvuOZ2YmAwAgG8QzASnP0iKlVQn6ZaWZrt4ka3//t2wJG1qwzEbG22PaOf5AACAH3kLZux2u4YMGaL09HRej33S2rVrPe7PysrSW2+9pYiIiABXBAAIdrwuO8gYY74pac7Jj49blpXTgWGyG20fsiyrpg3HFDba7m2M6WNZ1uEOnLtdTi5S7Plu07tMf9QCAEB3lZCQoKioKNXUeP6WnpycrJiYGFVWVnpdkyZUeHsz1euvv87sIgCAXxDMBBFjTJKkZ09+3Cnplx0cqvEdmee5vM0dbPK5tyS/BzOSvifp4QCcBwCAHssYo9GjR2vDhg1eF/uNiorS1q1b5Xa7lZ6eHrKP66SmpnrcHx4eHuBKAAChgjmrweUZSX1Pbt9iWZbnVetaF9Nou7qNxzTtF+OxFwAA6BL9+vXT2WefrejoaK99LMvStm3btHXr1pB9W5O3YGb58uVyuVwBrgYAEAoIZoKEMeYiSded/PiKZVkfdmK4qEbbdW08pmkI5P2uDwAAdInevXtr+vTp6tevX4v9CgsLvS6AG+y8BTN33323hg0bpmeffVbl5eUBrgoAEMwIZoKAMaaXpBdOfiyVdG8nh2z8AHpbV7hr+kB2W2fadNZCSaPb+XVFgGoDAKDbiYiI0IQJEzRs2DC53W6v/Y4ePRrAqroPb8GMJOXn5+uHP/yh0tLSdOedd+rLL78MYGUAgGBFMBMcfilp8MnteyzLKunkeBWNtts686VpvwqPvXzMsqxDlmVtb8+XpF2BqA0AgO7KGKMBAwZo//79XvvExITmU8kXXnhhq+vrHD9+XL/97W81bNgwXX755fr3v/8dso9+AQA6j2CmhzPGjJd0x8mPH1qW9YoPhi1ttJ3SxmOazoku80EdAADAT+rr65WS4vnbfFRUVKuPOwWr9PR03X///W3qa1mW3n33XV144YUaO3asXnrpJVVUBORnUwCAIEIw0/ON1X//HAcZY9Z4+5L0YKPj+jdpv7RRW16j7b7GmMZrzngzqNF2WSBelQ0AADpuz549iojw/MTy6NGjFRYWui/vfOyxx7RkyRLNmDGjzcds27ZNN998s3r37q3zzz9fjz32mDZu3Nji42IAAEgEM8EmU9KUFr4yGvWNaNLWp1FbnqRTdxFG0pltOPf4Rts5HagdAAAESGVlpfbt2+exLSUlJWRnyzR26aWXasWKFdq4caPmzZvnNcRqyul06qOPPtIDDzygCRMmKCUlRd/61re0aNEiHThwwM9VAwB6IoIZNGNZVo2kNY12ndeGw85ttP0fnxYEAAB8ateuXR7XRLHZbBo1alQXVNR9jRs3TosWLVJhYaEeeeQRr49/eVNSUqK//OUvuuGGGzRgwACNGTNG99xzj5YtW6bq6kC9KwEA0J0RzPRwlmUtsizLtOVL0g2NDi1o0r6oydBvN9q+vqUajDFpkmZ6ORYAAHQjNTU1XmfLDBw4UA6HI8AV9QwpKSl66KGHVFBQoMWLF2v8+PGtH+TBtm3b9PTTT2v27NlKTEzURRddpCeffFJbtmxhAWEACFEEM/DmFUmVJ7ezjTE3tdD315LsJ7dXW5a10a+VAQCADsvPz/e47kldXR2PMLVBZGSkrrvuOq1fv16rVq3SVVddJZutY7fUtbW1+uCDD3TffffpjDPOUGpqqubNm6fXXntNZWW8RwEAQgXBDDyyLOuQpKcb7fqtMebqxn2MMRHGmMckXdNo9wOBqA8AALRfdXW1CgoKPLYVFxd3OGAIRcYYTZs2Tf/3f/+n/Px8/eIXv9D06dM7tWjywYMHtXjxYl177bVKT0/XokWLfFcwAKDb4rsvWvJz/Xe9mGhJbxhjthhjFhljXpe0R9KPGvV/2LKsFQGuEQAAtEFxcbFWrVoll8vVrK2+vl4lJSVdUFVwSE9P109/+lOtXLlSpaWleuedd/T9739fQ4cO7fCYFRUVuummm7Rnzx7fFQoA6JYIZuCVZVlOSV+V9Gaj3WMkzZP0DUn9T+5zSvqpZVkLAlshAABojcvl0tatW7Vu3TrV1dV57FNcXMxrnX0kLi5Ol19+uX7/+99r586d2rVrl55//nl99atfVXx8fLvGcrlc+uCDD/xUKQCgu+j4XEuEBMuyjkn6hjHmf3QikDlbJwIZp6S9kpZJetmyLF6RDQBAN3Ps2DFt3LhRlZWVXvu4XC4dPnw4gFWFloyMDN1yyy265ZZbVF9fr7Vr1+r999/X+++/r88++6zVQMzbQs0AgOBBMBNCTr55aVEHj10uabkv6wEAAP5hWZZ27dqlvLy8Vt/0U1BQ4PHxJvheWFiYzjnnHJ1zzjmaP3++jh49qv/85z9atmyZli5dqsLCwmbHHDx4sAsqBQAEEsEMAABAEKmpqdGmTZtUWlraYr/w8HDl5OTo2LFjAaoMTSUkJOirX/2qvvrVr2r79u0aPXp0sz5FRUVdUBkAIJBYYwYAACBIlJWVadWqVa2GMn369NGkSZMIZboRb68q//LLL1n/BwCCHMEMAABAD2dZlvLz87V69WrV1tZ67Wez2TRy5EhNnjxZkZGRAawQrendu7ciIiKa7c/JydETTzzRBRUBAAKFYAYAAKAHq6+v18aNG/XFF1+0uJ5MbGyspk2bpoyMDBljAlgh2sIYoxkzZnhs++lPf6pPPvkkwBUBAAKFYAYAAKCHOn78uFatWtXqOiRDhgzRtGnTFBcXF6DK0BF33XWXx/0ul0vf/OY3W31EDQDQMxHMAAAA9EAlJSX6+OOPW3wVdlhYmCZNmqRRo0bJbrcHsDp0xCWXXKLvfe97Htv27dun66+/vtW3bAEAeh6CGQAAgB7G6XRqw4YNLb7mOi4uTtOnT1dKSkoAK0NnPfXUUzrzzDM9ti1ZskQffvhhgCsCAPgbr8tGyKupqWnxp42eREREKDw83GNbVVVVh3+aFR4e7nHhP0mqrq7u8FsZwsLCvC7yWFNT0+KNfUvsdruioqICOm5tba2qqqpOW9yyqqqqTb83NptN0dHRHtvq6urkdDo7VK8xRg6Hw2Ob0+lUXV1dh8aVpF69enncX19f3+ICn61xOBwe15hwuVyqqanp8LjR0dGy2Zpn/m63W9XV1Q2fa2pq2vVnGBUV5fGn/ZZlqaqqqsP1RkZGKizM87fC9l4XGguVa0Rrf45ddY2or6/v0Lg96Rpx9OjRFusZMGCAMjMzJXn/u+zp3051dbUqKyu7/BrRXsF0jXC73Vq0aJGmT5+u48ePN2v/61//qilTpjR8bvzvsKVZUdxHnNAdrxEt/ZviPuKEnniNaOv9qSehch/Rmq66RnTF4vgEMwh5f/7zn7V8+fJ2HXPxxRdr8uTJHtuee+65Dl/gzz33XJ133nke2/74xz/q8OHDHRp34sSJuvTSSz22vf766yooKOjQuCNHjtTXv/51j23vvvuuvvjiiw6Nm56eruuvv95j2/Lly7V+/frT9n3wwQdtGrdPnz5ep4h/+umnWrFiRbvqPMXhcOi+++7z2LZp0yb961//6tC4kvTwww973J+Xl6e33nqrw+Pee++9Hm/W9u7dq1deeaXD4952223q27dvs/0lJSX6wx/+4PW41v4M582bp8GDBzfbX1VVpSeffLLddZ5y1VVXadSoUR7bOjNuqF4jmv45dpdrRFv1pGtEXFycsrKymu232WwaPXq0jh8/rmeeeabd47788suSut81ojXBdo0oKyvzGh7k5+d7PXdWVpbGjh3rsa07XCOa4hpxQnR0tGbOnOmxjfuIE3riNeL3v/99h8cN1fuIprrqGuHt1+JPBDMIWsaY7V6aeD8oAKBH8/aT+ZSUFA0aNEjbt3v7Foie4NNPP/U4O8But2v48OFdUBEAwJ9YYwYAAKCH8TabojOPPKDrWZal3NxcrV692mP7xIkTlZCQEOCqAAD+xowZBC3LsjzOKzTGjJK0LcDlAADgMwQzwaWmpkavvvqqnnnmGa9T88PDwzV9+vQAVwYACATDK/cQapoGMx9//LHXtx94w4JcJ3TVglwVFRXKy8tr2Jedne21f2M9aWHPU4J10b6ampp2/RkG08KewXSNaO3PkYU9T/DXNWLlypXNfg+NMZo5c6bCwsJavUZUVVVp4cKFp+377ne/q8TExC6/RrRXT71GHD58WAsXLtRzzz3X6toOP/rRj/Tggw8229/436HdbtfYsWM9/j3mPuKE7niNqKmp0Z49exo+jxw5suE83Eec0BOuEdXV1acFq4MHD27T/aknoXIf0ZouXPy3+V9uP2PGDEJeVFSU129aHeHt5ruzvN0IdFZHv2F01biRkZFyu92nXfwdDkenf38iIiK8fqPqjPDwcK/fWDsjLCzM6/8sdIbdbvfpv4dTbDbbaePabDaf/BkaY/xSr+T9Zrazguka0Zk/R39eI/zxNoXueI2IjY3V0aNHT9tnWZYKCws1bNiwDl0joqOjW/y7H6hrhK9012tEbm6unnnmGS1evLhN/xOblJSkBx54wOM5m/479Ib7iBO64zXCUxBxCvcRJ/TEa4Qv7k+9jesPXCNO6Io3MkmsMQMAANAjDRgwwOP+goKCDv/UE/5jWZY+/PBDzZkzRyNGjNCLL77Y5pkFv/nNbxQfH+/nCgEAXYUZMwAAAD1QWlqacnNzm03lrq2tVVFRkdfgBoFTUVGhjz76SEuXLtW//vUv5efnt+v4qVOnav78+brwwgv9VCEAoDsgmAEAAOiBwsPDlZaWpoKCgmZt+fn5Sk1N9bgGBPzHsixt375dS5cu1dKlS7Vq1ap2rw9is9l01VVX6e6779aUKVP8VCkAoDshmAEAAOihhgwZ4jGYOXbsmPbv36+0tLQuqCq0HD16VMuXL28IY/bv39+hcWJiYnTTTTfpzjvv1ODBg31bJACgWyOYAQAA6KFiYmLUp08fj2/0ycnJUb9+/fyywGcoc7vd2rhxY0MQs2bNmg6/GUSSBg4cqDvvvFM33XQT68gAQIjiOzUAAEAPlpWV5TGYqa2t1Zdffqnhw4d3QVXB5dChQ3r//fe1dOlSLVu2TCUlJZ0ec+LEibrnnnv0ta99zS9v3QEA9BwEMwAAAD1Y7969lZqaqgMHDjRry8/P18CBA/32Othg5Xa7tWnTJv3zn//UkiVLtG7dOp+M26dPH82ePVs33XSTpk+fzhpAAABJBDMAAAA93ogRI1RcXNzskRq3263t27dr8uTJXVRZz1FRUaHly5dryZIleu+991RUVNTpMe12u84++2zNnj1bs2fP1rhx42Sz2XxQLQAgmBDMAAAA9HDR0dEaOnSo8vLymrUdOnRIBw8eVL9+/bqgsu4tPz+/YVbMRx991O43KHkyYMAAXXzxxZo9e7ZmzpyphIQEH1QKAAhmBDMAAABBICMjQ3v37lVVVVWztu3btys5OTnkFwKur6/Xp59+qiVLlmjJkiXKycnp9JgRERGaMWNGw6yYkSNH8ogSAKBdQvu7MwAAQJCw2+0aOXKk1q9f36yturpaO3fu1IgRI7qgsq5VWlqqpUuXasmSJVq6dKmOHj3a6TGHDh3aEMScd955rOEDAOgUghkAAIAg0a9fP6WkpKi4uLhZW35+vtLS0hQbG9sFlQVOfX291q1bp2XLlmnZsmVau3at3G53p8aMiorSBRdcoEsuuUSzZs3S0KFDfVQtAAAEMwAAAEFl1KhROnz4cLMwwrIs5eTkBOVCwHv37m0IYpYvX+6TWTFpaWmaM2eOLr30Ul1wwQVyOBw+qBQAgOYIZgAAAIKIw+FQVlaW14WA6+rqFBER0QWV+U5VVZVWrlzZEMb4Yq0YY4zOOusszZkzR3PmzNGYMWNYKwYAEBAEMwAAAEEmMzNT+/fvV0VFRbO28vJyJScnd0FVHWdZlrZv394QxKxcuVK1tbWdHjc+Pl6zZs3SnDlzNHv2bPXp08cH1QIA0D4EMwAAAEHGZrMpNTVVO3bsaNZ27NixHhHMlJaWavny5Vq2bJnef/997d+/3yfjDh8+XJdeeqnmzJmjqVOnKjw83CfjAgDQUQQzAAAAQSg+Pt7j/mPHjgW4kvb55JNPtGDBAn3wwQeyLKvT40VGRmrGjBm69NJLdemll7JwLwCg2yGYAQAACELegpny8vIAV9I269ev14MPPqilS5d2eqwRI0Zo1qxZmjVrlmbMmMHCvQCAbo1gBgAAIAhFRkYqIiJCdXV1p+2vqKjo9OujfWnr1q166KGH9Pbbb3d4jMTERF144YWaNWuWLrroIg0cONCHFQIA4F8EMwAAAEHIGKPIyMhmwUx3kZeXp/nz5+uNN95o9yNLNptNU6ZMaZgVM2nSJNntdj9VCgCAfxHMIGgZY7Z7aYoMaCEAAHQRp9PZbJ/dbpfNZuuCak7YvXu3FixYoMWLF7dr5s7AgQMbgpiZM2cqMTHRj1UCABA4BDMAAABBylMw01VvIaqtrdVPfvIT/fa3v1V9fX2bjpk4caK+/e1va9asWRo+fLiMMX6uEgCAwCOYQdCyLGuUp/3GmFGStgW4HAAAAsrtdsvlcjXb3xXBTEVFha688kotX768Tf3Hjh2rX/ziF5ozZw5hDAAg6HXdPFYAAAD4jafZMtKJkKS0tDRgdZSUlGjmzJltCmWys7P1xhtvaNOmTbrssssIZQAAIYFgBgAAIAiFh4d7DDYsy9KGDRtUXV3t9xr27t2r6dOna+3atS32GzJkiF555RVt27ZNV199dZeugQMAQKDxXQ8AACAI2Ww2r6+Nrqur09atW/0agOTm5mrq1KnKzc312ictLU0vvPCC8vLy9J3vfEdhYTxlDwAIPQQzAAAAQWrkyJGKjY312FZZWanBgwf75byfffaZpk2bpr1793rt88ADD2jnzp36f//v/3XZgsQAAHQHBDMAAABBKiwsTJMmTfIafCQmJiopKcln57MsS7/73e80ffp0r+vYGGP0u9/9To8++qiioqJ8dm4AAHoqghkAAIAg5nA4NGHCBK8L6foqmDl27Jiuvvpq/eAHP/C68HBYWJhee+013X777T45JwAAwYBgBgAAIMglJydr1KhRHtvsdnunx9+0aZMmTJigt956y2sfh8Ohd999V9dcc02nzwcAQDAhmAEAAAgBKSkpHvfX19d3eEzLsvT888/r7LPP1q5du7z2S0xM1PLlyzV79uwOnwsAgGDF0vcAAAAhwNvjRS6Xq0Pj1dbW6oYbbtBf/vKXFvuNHDlSf/3rXzV8+PAOnQcAgGDHjBkAAIAQ4C2YiY2NVWpqarvfjHTnnXe2GsrMmzdPa9euJZQBAKAFBDMAAAAhoKUFefv3768xY8YoNzdXJSUlsiyrxbFqa2u1ePFir+3R0dH63//9Xy1atEi9evXqVN0AAAQ7HmUCAAAIAa3NiDHG6MiRI1qzZo1iYmKUnp6utLQ0j8cdPHhQ1dXVHsfJzs7WW2+9pdGjR/ukbgAAgh3BDAAAQAhITExUTEyMKioqWu1bUVGh7du3Kzc3V2lpaRo8eLBiY2Mb2o8ePerxuEmTJuk///mPYmJifFY3AADBjkeZAAAAQoDNZtOUKVO8vp3JE5fLpYKCAq1YsUKrV69uCHWOHTvmsf8ZZ5xBKAMAQDsRzAAAAISI6OhoTZo0Seeffx9lvOQAACAASURBVL4GDhzYrldll5aW6pNPPlFdXZ3XGTMbN27U9u3bfVUuAAAhgWAGAAAgxPTq1UtDhw7Vli1btGfPHlVVVbXpOKfTqaKiIpWXl3ts37hxo8aOHasbb7xRe/fu9WXJAAAELYIZAACAEGVZlkpLS5WTk6Pc3FwlJSXJGNPiMfX19UpPT/fa7na79cc//lFZWVm69957VVpa6uuyAQAIKgQzAAAAUGVlpYYNG6aZM2cqOztbERERHvs5HA5NnDhRmZmZLY5XW1urp556ShkZGfrlL3+pyspKf5QNAECPRzADAACABlFRUcrKylJ8fLzH9l69eik6OlorVqzQ5MmTWx2vvLxcP/vZzzR06FAtXLhQdXV1vi4ZAIAejWAGAAAAzXib4dKrVy9J0oABA7RmzRq99dZbGjZsWKvjHTx4UN///veVnZ2tRYsWtWvhYQAAghnBDAAAAE7jdrs9LggcFRUlu93e8NkYo6997Wvavn27XnzxRaWmprY69p49e3TDDTdozJgxevPNN+V2u31aOwAAPQ3BDAAAAE5jWZbH/d7WnQkLC9PNN9+snTt36rHHHlNCQkKr58jNzdU3vvENTZgwQUuWLPF6TgAAgh3BDAAAAE5js9lkszW/TXQ6nS0e53A49KMf/Uj5+fm6//77FRUV1eq5Pv/8c1122WWaOnWqPvzwww7XDABAT0Uwg6BljNnu6UvSO11dGwAA3ZkxRuHh4c32txbMnJKYmKjHH39cX375pW6++ebTHn/yZvXq1brgggt04YUXauvWre2uGQCAnopgBgAAAM14Cmbq6+vlcrnaPMaAAQP04osvKicnR9/61rdkjGn1mH//+9+aOHGifvOb37D+DAAgJBDMIGhZljXK05ekK7q6NgAAujtv68l8/vnn7V4PJisrS6+99po2b96suXPnttq/rq5Od911ly6++GIVFRW161wAAPQ0BDMAAABoxtv6MEVFRdq8eXOHFusdM2aM/v73v2vt2rW66KKLWu3//vvva8yYMXrnHZ5CBgAEL4IZAAAANDNgwACvbfv27dO2bds6/CalSZMmadmyZVqxYoWmTZvWYt/S0lLNnTtXt956qyorKzt0PgAAujOCGQAAADSTkpKizMxMr+0FBQXKycnp1GuuZ8yYoZUrV+pf//qXsrOzW+z7wgsvaMKECVq7dm2HzwcAQHdEMAMAAACPhg8frsGDB3ttz8/PV0FBQafOYYzR7NmztXHjRt12220t9s3Ly9NZZ52lm2++WYcPH+7UeQEA6C4IZgAAAOCRMUajRo3SwIEDvfbJzc1VXV1dp8/lcDi0cOFC/eMf/1BycrLXfpZl6aWXXtKwYcP03HPPqb6+vtPnBgCgKxHMAAAAwCtjjMaOHavU1FSP7fX19dqxY4fPznfZZZdp69atmjVrVov9jh49qttvv10TJkzQqlWrfHZ+AAACjWAGAAAALTLG6Mwzz1RKSorH9oKCAlVUVPjsfP369dN7772nZ599VpGRkS323bJli2bMmKFrr71WBw4c8FkNAAAECsEMAAAAWmWz2XTGGWcoPDy8WZtlWcrNzfX5+X7wgx9o3bp1Gj9+fKv9X3vtNWVnZ+vHP/6xVqxYodraWp/WAwCAvxDMAAAAoE0iIiKUlZXlse3gwYMqLS31+TnHjBmjtWvX6vnnn1fv3r1b7FtRUaHHH39c5513nnr37q2LL75YTz31lDZv3iy32+3z2gAA8AWCGQAAALRZenq6HA6Hx7a8vDy/nNNut+uWW27Rjh07dNttt8kY0+oxVVVVWrp0qe69996Gx7C++c1v6qWXXtKePXv8UicAAB1BMAMAAIA2s9vtGj58uMe2srIyv8yaOSUpKUkLFy7U+vXrdc4557Tr2JKSEr3xxhu6+eabNWTIEA0dOlS33nqr3nrrLb/WDABAawhmgogxZrAx5mZjzKvGmM3GmCPGGKcxpswYs8UY84Ix5twOjj3TGPP/2bvv6CjL/P//zytl0kmHhF5ElKoiKhZgQZDFjgg2VKxfd3+7a1td9fOxfHXVddVd3XX3h4WFtWDBwloWBRVYFdeCSpUIAqEkIb2Rnuv7R4oDmUkmk8lkJnk9zpmTO/d13de8w/GYOa9c5Z/GmAxjTLnTmH80xrj+dCYiIiLdUnp6OgkJCS7bfvjhh05//+OOO45PPvmEf/7zn243JG7Ljh07WLhwIRdeeCGpqamMHz+e22+/nZUrV1JRUeHjikVERNxTMNMNGGOONcb8F9gJPA1cCowFEoAwIBEYA1wHrDbGfGyMGejh2L2MMS8Dq4D5wHAg2mnMW4ENxpg7fPtTiYiISKAyxnDkkUe6bMvLy6OgoMAvNcyfP5+MjAxuvfVWYmNjvR7LWsv69et55JFHmDFjBomJiUydOpUnn3xSs2lERKTTKZjpHkYAJxx2LwN4g4ag5lVgr1PbFGCdMWZoa4MaY8Ibx5jndHsTsKRxzOzGe+HAg8aYu72sX0RERIJMampql86aadKrVy/++Mc/cuDAAVatWsXvfvc7JkyY4NE+NO5UVVXx8ccf85vf/Ia+ffty4YUX8u9//5u6ujofVi4iItJAwUz3sh34HdDfWjvCWnuBtfZ6a+08YBBwDXCwsW9f4EXT+qeW/wWmNV5XAhdba8dYa690GvOPTv3v83aplIiIiAQXY4zbE5pyc3Opra31az1RUVFMmzaNhx56iC+++IK8vDxef/11brjhBrd1eqK6upply5Yxa9YsBg4cyJ133klGRoYPKxcRkZ5OwUz3kAUsAI6y1v7BWrvv8A7W2npr7XPAZU63TwJmuBrQGNMbuNnp1o3W2pcPG7PaWnsb8IrT7Ye8/BlEREQkyPTu3ZtevXq5bCsvL/dzNYdKSkpi9uzZ/O1vfyMjI4Ndu3bx3HPPcckll9C7d2+vxty/fz8PPfQQI0aM4LTTTmPRokWUlpb6uHIREelpFMx0A9baNdbaxdbaNufXWmvfBL5wunWmm65XADGN1xk0LIly5zagvvF6ojHm2LbqEBERkeBnjCEiIsJlW1hYmJ+rad2gQYO46qqrePHFF8nOzmbDhg08/vjjzJo1i5iYmLYHOMwnn3zC1VdfTXp6OgsWLOA///kP1tpOqFxERLo7BTM906dO14Pd9DnP6XqxbeWThrU2E/jQ6db53pcmIiIiwaS6utrlfYfD4edKPGeMYcyYMdx00028++67FBQUsHbtWu655x5OOeUUQkNDPR6rvLycxYsXM2nSJI488kj+/Oc/+30Zl4iIBDcFMz2Tc8jS4pOHMSaShmVOTVZ7MKZzn6leVSUiIiJBx1UwY4wJuBkzrXE4HJx22mnce++9fPLJJ2RlZfGnP/2JMWPGtGuc7du3c9NNN3H66ad3+VIuEREJHgpmeibnTxl7XLSP4Kf/NizwjQdjrne6PtrLukRERCTIuApmwsPDO3QqUldLTU3lxhtv5LvvvuOrr77il7/8pdsTqFxZs2YNZ599NgcPHmy7s4iI9HgKZnoYY8wADp3RsspFtxFO1westZUeDJ3pdJ1kjEn1pj4REREJLq6W/VRXV1NWVtYF1fiWMYbx48fz17/+laysLF5++WXOOOMMj0Knjz/+mPPPP5/KSk8+RomISE+mYKbn+RM/LV/KBN520SfZ6TrHw3GzD/s+qZ11ecUY09sYM6o9L2CYP2oTERHpCeLj413ez8zMdHk/WEVGRjJv3jxWrFjB7t27eeCBBxg2rPWPFB988AEXXHABVVVVfqpSRESCkYKZHsQYcwVwgdOtO6y1rj4pxDpdV3g4/OH9Yl328r1fAJva+Vrup9pERES6vQEDBri8v3fvXurr6122BbsBAwZw11138cMPP7BmzRouvfRSt33fe+895s2bR01NjR8rFBGRYKJgpocwxhwP/P9Ot16x1r7kpnuk07XroxZaOjzgifK0NhEREQleaWlpLk9gqq6uJjv78Am13YsxhkmTJvHCCy/w4IMPuu23fPlybr75Zj9WJiIiwUTBTA9gjBlCw5KlpsBlI3B9K484L4b29KzLiMO+93SmjYiIiASxkJAQ+vfv77Jty5Ytbo/T7m7uuOMO7r33XrftTz31VLcPqkRExDvBc46heMUYkw6sBNIab/0InGGtLW7lMefd+jyd+XJ4P3/t+Pc34LV2PjMMLWcSERHxmQEDBvDjjz+2uF9ZWck333zDCSecENSnNHnq7rvvJicnh7///e8t2qy1HDhwgLS0NBdPiohIT6ZgphszxiTTEMo07UyXBZxurc1q49F8p+s+Hr7d4Z8yCjx8rkOstQeAA+15pid8MBQREfGnuLg4UlJSyMvLa9GWm5vL9u3bGT58eBdU5n/fffedy/tpaWmMGjXKz9WIiEgw0FKmbsoY0wtYATR9AsgHpltrd3rw+Dan697GmEi3PX8y0Om6wFqb61mlIiIi0h2MHj2asDDXf/Pbtm2by9Cmu3nppZf47LPPXLbde++9Lo8WFxERUTDTDRljYoD3gOMbb5XQsHxps4dDbAOajlEwwDEePHOc0/VWD99HREREuonY2FjGjh3rtv2bb77p1icT5efnc9ttt7lsO+aYY7jmmmv8XJGIiAQLBTPdTOPsln8BpzTeOgjMstZ+7ekY1tpK4HOnW1M8eGyy0/VHnr6XiIiIdB99+/Zl4MCBLtuqqqrYu3evnyvyj4qKCs4++2z279/vsv3JJ5/UbBkREXFLwUw3YowJB14HpjbeqgLOtdZ+6sVwbzldX9nG+/YHprl5VkRERHqI4uJiDhxwv/VbVVWVH6vxj7q6Oi655BLWrVvnsv2iiy7itNNO83NVIiISTBTMdBPGmFDgJWBW461aYK61dpWXQy4ByhuvRxhjWpt/+wjQ9Gegddba9V6+p4iIiASp7OxsPvvsMyorK932SUpK8mNFnc9ay69//Wveesv136Sio6N55JFH/FyViIgEGwUz3YBpOGboWWBO4616YL619l/ejtl42tHjTreeNMbMPex9HcaYh4GLnW7f4e17ioiISPCx1rJ9+3a++uor6urq3PYbOnQovXv39mNlne/hhx/mb3/7m9v2RYsWMWDAAD9WJCIiwUjHZXcPN3DocqMdwKnGmFM9eDbfWnuPm7b7adirZioQBbxijPkfYD0QCUwC0p3632OtXdPO2kVERCSI/fDDD2RkZLTaZ+TIkQwZMsRPFfnHv/71L+6880637Y8++ijz5s3zY0UiIhKsFMx0D4f/+Wl448sTuwGXwYy1tsYYMxt4GmiaLTOm8eWsBrjXWvugh+8pIiIi3UBNTQ3bt2932x4WFsaxxx5Lnz59/FiVf/zP//yP27Ybb7yRm2++2Y/ViIhIMFMwI62y1hYD84wxzwBXABNpmCVTA+wB3gees9bqiGwREZEepqioiPr6epdtUVFRTJgwgV69evm5Kv/YvXu3y/vHHHMMjz32GA0rzUVERNqmPWa6AWvtvdZa4+VrsIfvscpaO99ae4S1NsZam2CtHWOtvVWhjIiISM9UVlbm8n5CQgKnnnpqtw1lAKZOnery/rfffsuaNVrZLSIinlMwIyIiIiJeKS0tdXl/2LBhRERE+Lka/7r//vtxOBwu2xYsWEBJSYmfKxIRkWClYEZEREREvOJuxkxsbKyfK/G/0aNH88ADD7hs2717NzfeeKOfKxIRkWClYEZEREREvOIumPn666/Jz8/3czX+d/PNN3Pqqa4PwfzHP/7B4sWL/VuQiIgEJQUzIiIiIuKV2tpal/fLyspYt24d3377LVVVVX6uyn9CQ0NZvHgxMTExLttvuOEGvv32Wz9XJSIiwUbBjIiIiIh4JSkpqdX2vXv3snr1anbv3o211k9V+dewYcN49NFHXbZVVlYye/ZsCgsL/VyViIgEEwUzIiIiIuKVMWPGEB0d3WqfmpoaNm7cyKeffsqePXvIy8vj4MGDbo/ZDkbXX3895513nsu2nTt3Mn/+fGpqavxclYiIBIuwri5ARERERIJTTEwMkyZNIiMjg507d7Y6K6aoqIiioqJD7kVGRhIdHU1UVBRRUVGHXEdFRREaGtrZP4JPGGNYvHgxEyZM4IcffmjR/u6775KWlsZ5553HnDlzmDZtmtsTnUREpOdRMCMiIiIiXgsLC2PkyJH079+fTZs2UVBQ4PGzlZWVVFZWum2PiIhwGdg0fR8WFjgfZePj43n99dc58cQTqaioaNFeUFDAokWLWLRoEfHx8ZxzzjnMmTOHGTNmEBkZ2QUVi4hIoAic32YiIiIiErR69erFxIkT2bt3L1u3bqW6urrDY1ZVVVFVVdVipk2T8PBwtzNuoqOjCQ8P73AN7TFmzBieeeYZLrvsslb7FRcX8/zzz/P8888TGxvL2WefzZw5c5g5c2abS8NERKT7UTAjIiIiIj5hjGHAgAH06dOH77//nszMzE59v5qaGoqLiykuLnbZHhYW1uqMG4fDgTHGpzVdeumlrFu3jqeeesqj/mVlZSxdupSlS5cSHR3NrFmzmDNnDrNmzSIuLs6ntYmISGBSMCPdljFms5umCL8WIiIi0sM4HA7Gjh3LgAED2LRpk9vgpLPV1tZSWlpKaWmpy/bQ0NBDwprIyEgcDkfzKzw8vPk6JMTzMzMef/xxDhw4wGuvvdaueg8ePMiyZctYtmwZERERzJw5k8suu4wLLrjA5wGSiIgEDgUzIiIiItIpEhMTOfXUUykpKaG4uJiKigoqKio4ePAgFRUVVFZWdukx2nV1dZSVlVFWVtZm39DQUJeBjbvrF198kVtvvZXXXnuNZcuWsWvXrnbVVlVVxfLly1m+fDlnnXUWy5cvb1c4JCIiwUPBjHRb1tpRru4bY0YBm/xcjoiISI9kjCE+Pp74+PgWbfX19VRWVrYIbJquKysrA+ZY7bq6uubaPGWMYcaMGZx55plUV1eTlZVFRkYG+/bto6SkpHk2T2lp6SHfH/4zv/POO7z11lvMnj3b1z+WiIgEAAUzIiIiItIlQkJCiI6OdrvhrbWWqqoql6FN03VdXZ2fq/ZcU/1VVVUAJCcnM3HixDafKysraxHclJaWkpGR0WKpVX19PdZaLXUSEQliCmZEREREJCAZY4iMjCQyMpLExMQW7dZaqqur3c64qaiooLa2tgsq75jY2FhiY2Nb3M/IyGj1uZCQEEpLS4mIiGixtMr5e+evCnRERLqeghkRERERCUrGGCIiIoiIiCAhIcFln5qamlZn3PjiWO9AUV9f7/GeOU3c7ZHjcDhITEwkKSlJ4Y2ISCdTMCMiIiIi3VZ4eDjh4eH06tXLZXttbW1zSFNVVUV1dXXzq6am5pCv1dXVXbpZcWeoqamhpqaG8vJyl+19+vRh/Pjx2nhYRKQTKZgRERERkR4rLCyMuLg44uLi2uxrraWurq5FcNNakFNTUxOUy6ma5OTkkJ2dTd++fbu6FBGRbisogxljzDhgGjAB6A8kANHALmvttMP6hgL9Gr+tt9bu9WetIiIiItI9GGMICwsjLCzM7YbFrtTX17sMc8rLy5uXHpWXlwfskqGSkhIFMyIinSioghljzAzgfuD4w5sav7ralt8Ca4CBgDXGjLTWtr5zmoiIiIhIOzXNpmk6ianp+vCvTdfOy6ICNZQBXB51LiIivhMUwYxp+E31N+C6pluHdbEu7jU0WFtvjPkL8GjjrSuAuzqjThERERHpnurq6igqKqK0tLQ5XDk8dAnmJUvu9O/fn7S0tK4uQ0SkWwuKYAZYDFzGT+FLDbAS+ALIAf5OQzjjzsvAHxuvz0LBjIiIiIi0orKykoKCAgoLCyksLKS4uLjbbfwLDZsjNx2v7fw1IiKCxMREt5smi4iI7wR8MGOMmQvM56fg5SXgZmvtAac+f29tDGvtfmPMt8CxwGhjTLK1Nr+zahYRERGR4GGtpbS0tDmIKSgooKKioqvL8kpISIjboOXwew6HQ6ctiYgEgIAPZoAHnK4ft9be6uU4X9EQzACMAVZ3pCgRERERCU61tbXNM2EKCgooKioK6GVIDofDbdBijGHfvn2EhIQQEhLCqFGj2rUxsYiIdL2ADmaMMWOAI2iYLbMDuL0Dwzlv+HsECmZEREREuj1rLRUVFc0hTGFhISUlJV1aU1VVFUVFRRQVFVFcXNzia3FxMU8//TRjxoxpc1ZLRUUFubm5zd8H8ibCIiLiWkAHM/w0wwXgNWutq1OXPFXkdJ3QgXFEREREJIBVVFSQlZXVHMZUVVV1+ns6z2ipqalhx44dfP755+zatatF8FJZWel2HGMMDz30EBMmTOj0mkVEJDAEejDTx+l6RwfHct6tLdB/bhERERFpp/r6ejIyMtixY4fPN+oNDQ0lISGBpKQkYmNjD1lWVFtby9q1a3njjTdYsWIFGRkZbQ94mOjoaC6++GJ++ctfcuyxx7b9gIiIdBuBHlBUO11HdnCsVKdrbfwrIiIi0o1UVVWxfv168vN98zEvMjKSpKQkEhMTm08nalpSZK1l27ZtrFixghUrVrBmzZpWZ8G05phjjuH666/nkksu0QlIIiI9VKAHMzlO1yM7OJbzfND9HRxLRERERAJEYWEhX3/9tdfhiDGGXr16NYcwSUlJREVFHdKnpKSEjz76qDmM2b17t9f1xsTEcPHFF3Pddddx/PHHa18YEZEeLtCDma+drs83xtxirW33ImFjTBIws/HbeuATXxQnIiIiIl3HWktmZiabNm1q19KlsLCwQ0KYhIQEwsIO/VhsreW7775rDmI+/fTTDp/cpNkxIiLiSkAHM9baH4wxGcCRQBrwf/HuZKYHgWga9pn51Fpb7LsqRURERMTf6urq2LhxI3v37m2zb3R0dHMIk5iYSFxcnMtZKtXV1bz55pv8+9//5v333yc7O7vDdWp2jIiItCWgg5lGjwDPNl7faoypBu62Hv5ZxBhzN3Cd060HfVyfiIiIiPhRXV0d69ato6ioqNV+w4YNY8iQIURGtr1V4ddff81FF13E9u3bO1xfUlISM2bMYObMmZx//vmaHSMiIq0KhmDmH8DVwMTG7+8E5hpj/gqsAFr89jTGxNGwdOlW4PjG2xb4l7X2g06vWEREREQ6zY4dO1oNZYwxHHfccaSnp3s03po1azj77LMpLS31qh5jDCeeeCIzZ85k5syZHH/88YSGhno1loiI9DwBH8xYa60x5mwa9oU5qvH2cODPjdc1Tt0HGGP2AOnA4fNEvwMu7cxaRURERKTzFRe3virdWsv3339PVVUV/fv3b7F/jLN3332XOXPmtHvj4LS0tOYg5vTTTyc5Obldz4uIiDQJ+GAGwFpbYIw5BVgIzHFqMoCDhtkwNF73a3qMn8KZZcBV1tqDfihXRERERDpRXFwcOTk5rfYpLy9n06ZNbNu2jQEDBjBkyJAWJy0tXbqUyy+/3KNNfcPCwjj11FObw5ixY8dqvxgREfGJoAhmAKy1hTQsYToDuBGY4dTs6reioWGWzcPW2vf8UKIEGGPMZjdNEX4tRERERHxq8ODB5OTkeLT0qKamhh9//JGdO3eSlpbGkCFDSExM5Omnn+aGG25o9TSnQYMG8fOf/5yZM2fys5/9THvFiIhIpwiaYKaJtfZ94H1jTAIN+86MA5KBeOAgkA9sA9ZYa1v/U4qIiIiIBJ3IyEhOOeUUdu3axa5duzxahmStJSsri6ysLPLy8nj33XeJiYmhrKysRd+0tDSWL1/OhAkTNCtGREQ6XdAFM02stUXAvxtfIi1Ya0e5um+MGQVs8nM5IiIi4kNhYWEcccQRDB06lOzsbHbu3ElhYaFHz6akpHDddddx5ZVX8tlnn/HBBx+wceNGoGE2zqpVqxg2bFhnli8iItIsaIMZEREREZGQkBD69u1L3759KSwsZOfOnWRlZbW6RKmJw+FgypQpTJkyhf379/Ptt99y2223MXjw4M4vXEREpJGCGRERERHpFhISEqitrWXFihUcPHiQqVOnEh8f79GzTeHO5s2bycvLY+DAgaSmpmopk4iIdDoFMyIiIiIS1HJycnjllVd49tlnm5ckAbzwwgtMnjyZc845x+NZMNZasrOzyc7OJjIykgEDBjBw4MAWJzqJiIj4ioIZEREREQkqWVlZrFmzpvm1detWl/2qq6tZuXIlK1euZOzYsZxxxhlMnDiR8PBwj96nsrKSH374gR07djBmzBgGDBjgyx9DREQECJBgxhhT58e3s9bagPi5RURERKRte/fuPSSIycjIaPcYGzZsYMOGDQwdOpTf/OY3jBgxgpqaGo+era+vZ+PGjaSkpGjmjIiI+FygBBQGsI1fRURERKQH27179yFBzI4dOzo0XkhICDNnzuTqq6/mrLPOwuFwYK2lsLCQzMxM9u/fT319fatj1NfXU1hYqGBGRER8LlCCGfAslDl8e/3WnmlPXxERERHpAtZadu3axerVq5uDmF27dvlk7EGDBnH11Vdz5ZVXtliGZIwhKSmJpKQkRo0axb59+8jMzKSkpMTteBERET6pS0RExFmgBDM/86DPdOB3NAQsBtgMfABsAnKBg0AMkAqMBmYAIxufrQMeBlb5tGoRERERabedO3fy4YcfNgcxe/bs8dnY4eHhnH/++VxzzTVMmzaNkJAQj54ZPHgwgwcPJisri6+//rpFn7CwMBITE31Wp4iISJOACGastWtaazfG/JaGUCYE+AL4jbX2v22Na4yZCPwZmADcARRZax/reMUiIiIi0h6VlZW8/vrrPP3006xdu9anYycnJzNp0iSmTZvG3LlzSU1N9XqsiooKl/dTU1M9CnlERETaKyCCmdYYY86kYbYLwDLgUmutRzu1WWvXGWNOBV4CLgD+YIzZYq39d+dUKyIiIiLOvv/+e55++mmWLFlCQUGBT8ZMTU1l8uTJza9Ro0b5LDTJyclxeT8tLc0n44uIiBwu4IMZ4A803g2DpgAAIABJREFULF3aDyzwNJRpYq2tMcZcCZwMpAOPAApmRERERDpJVVVV8+yYNWtanRjtkbS0tEOCmKOPPhpjOmf7QHd7zCQlJXXK+4mIiAR0MGOMGU/DPjEWeNlaW+7NONbacmPMS8AtwEhjzHhrbcvFwyIiIiLitW3btvHMM8+wePFi8vPzvR6nX79+zSHMlClTGD58eKcFMYeLiopyeYz2gQMHGDRokF9qEBGRniWggxl+2rwX4PsOjrXtsHEVzIiIiIh0UFVVFW+++SYLFy5k9erVXo0xcODAQ4KYoUOH+i2IOVx6errLWTN79uxRMCMiIp0i0IOZdKfrqA6O5fx8utteIiIiIuKRDRs2cOGFF5KRkdHuZ6dPn87FF1/Mz372MwYPHuz74rw0YMAAtm3b1uJ+UVERJSUl9OrVqwuqEhGR7izQg5lip+uTgb90YKyJbsYVERERkXaqr69n/vz57QplevfuzYIFC7j22msZNmxYJ1bnvcjISHr37s2BAwdatO3Zs4dRo0Z1QVUiItKdBXow0/TnCgOcZ4wZaa3d0t5BjDGjgdkuxhURERERL+Tl5bFhwwaP+k6bNo3rr7+ec889F4fD0cmVddzAgQNdBjPZ2dmMHDmyy5ZZiYhI9xTowcxaIAtIAyKAd4wxP7fWehysGGOOApYDTZ8CsoCOHw8gIiIi0oPFxsYSFxdHaWmpy/bExESuvfZarr32Wo444gg/V9cxvXv3xuFwUF1dfcj9iooKSktLtZxJRER8KqSrC2iNtbYe+F8aZsxYYDDwjTHmEWPMiNaeNcYcZYz5I7C+8Tkax/hfa63ttKJFREREeoDo6Gh++9vfum2vr6/nyiuvDLpQBiAkJIQ+ffq4bHM1k0ZERKQjAjqYAbDWLgKW8FM4E0nDsddbjDGZxph/G2P+aYxZ2Pj138aYPcBm4ObG/k2WWGv/4e+fQURERKQ7uvPOOznnnHNcthUXF3PmmWeydu1aP1flG71793Z5Pycnx8+ViIhIdxfwwQyAtXYB8AgNwUwTA/QHZgCXAtc0fp0B9Gtsbx4C+IO19iq/FCwiIiLSA4SGhvLiiy8ybtw4l+07d+5k8uTJnHnmmR7vRxMokpOTXd4vLCxsscRJRESkI4IimAGw1v4OOAF4n5YBzeGv5sca+59grb3DT6WKiIiI9BixsbG8/fbbpKenu+3z3nvvccwxx3D55Zeza9cu/xXnperqar7++mu37RUVFX6sRkREurugCWYArLXrrbU/BwYB1wPP0rCR7wZgR+PXtY33rwcGWWt/bq1d30Uli4iIiHR7AwYM4F//+hdRUVFu+1href755xkxYgQ33ngjubm5fqzQc+Xl5Xz22Wfk5+e77RMWFujnZ4iISDAJyt8q1tp9wDONLxGXjDGb3TRF+LUQERGRHuD444/nxRdfZN68edTU1LjtV11dzRNPPMGiRYv47W9/y0033URsbKwfK3WvsLCQL7/8stWlSoMGDSImJsaPVYmISHcXVDNmRERERCRwnX/++XzyySdMnDixzb6lpaXcfffdDB8+nDVr1vihutbt37+fdevWtRrK9O/fn1GjRvmxKhER6QkUzEi3Za0d5eoFnNvVtYmIiHRXJ5xwAp9++ilvvfUWI0eObLN/dnY2s2fPbnXpUGey1vL999+zfv166uvr3fY78sgjGTduHCEh+vgsIiK+pd8sIiIiIuJTxhjOPfdcNmzYwKJFi+jfv3+r/QsKCnjsscf8VN1Pampq+OKLL9i+fbvbPiEhIRxzzDEceeSRGGPc9hMREfGWghkRERER6RShoaEsWLCAjIwM/vjHP5KYmOi271/+8hfy8vL8VltpaSmffPJJq5sQh4eHc+KJJ7YZLImIiHREwG/+a4z5yMdDWmvtNB+PKSIiIiJuREVFceutt3LNNdfwyCOP8Pjjj1NVVXVIn7KyMh599FEefvjhTq8nOzubb775hrq6Ord9oqOjOeGEEwJmY2IREem+Aj6YAaYA1kdjGR+OJSIiIiLtkJCQwIMPPojD4eC+++5r0f7Xv/6VX/3qV/Tr16/TatixYwdbt25ttU9KSgrHHXccDoej0+oQERFpEixLmYyXr8OfFxEREZEuduONNxIfH9/ifnl5OcceeyyvvfZap7xvQUFBm6HM0KFDOeGEExTKiIiI3wTDjJmWf05pXRTQBzgJGNF4rx54Bsj2YV0iIiIi4oWEhARuvvlm7rnnnhZtubm5zJ07lzlz5vDUU0/Ru3dvn71va/vJhISEMHbsWO0nIyIifhfwwYy1tr3BTDNjzETgL8BxwFnAudba9b6qTURERES885vf/IY//elPFBUVuWxftmwZH3/8MU899RRz5871yYlIYWHuP/oOGjRIoYyIiHSJYFnK5BVr7TpgIrAS6Ae8bYzp07VViYiIiEh8fDwLFy5stU9+fj4XXXQRF1xwAdnZHZ/43L9/f7fhzK5duygoKOjwe4iIiLRXtw5mAKy1NcBlQCmQBjzZtRWJiIiICMDcuXN5+eWXSUpKarXfm2++yVFHHcWCBQt44403KC0t9er9IiIiGDt2rMs2ay3ffPMN1dXVXo0tIiLirW4fzABYa3OBN2jYAPg8Y4zvFiuLiIiIiNfmzZvH5s2bOf/881vtV1xczOLFi7ngggtISUnhjDPO4K9//Su7d+9u1/v17duXQYMGuWyrqKhg+/bt7RpPRESko3pEMNPo68avYcBpXVmIiIiIiPwkLS2N119/nZdffpnk5OQ2+1dXV/PBBx/wq1/9isGDBzN27FjuvPNO1q1bR11dndvnrLVkZWVx4MABt32ysrK8+hlERES81ZOCmXKn6wFdVoWIiIiItGCMYd68eWzZsoU5c+a069mNGzfy0EMPcfLJJ5Oens6VV17J66+/fsiSp5KSEj7//HO+/vprKioq3I4VERHh9c8gIiLijZ4UzAxxug7tsiqClDHGYYyZb4x5zxiz2xhTaYzJMsZ8Zoy51RiT0tU1ioiISPDr3bs3r732Gq+++iqpqantfj43N5clS5YwZ84ckpOTOeecc3jppZdYu3Yt+fn5bT4/dOhQb8oWERHxWo8IZowxEcClTrf2dVUtwcgYcxTwOfBP4OfAQCCChs2UJwJ/BDYbY2Z1WZEiIiLSrVx44YVs3ryZ2267ze2eMG0ZO3YsF198Mb169Wqzb0REBOPHj6dv375evZeIiIi3un0wY4zpBSzlpxkzFvi46yoKLsaY/sCHwLGNtyywBngOeBtomgvcG3jLGDPN70WKiIhIt5Samsof/vAHdu7cycaNG3nwwQc5+eSTMca0+Wx6ejp33XUXcXFxbfZ1OBwcffTRJCQkYK31RekiIiIeC+vqAtpijJnkxWPRQF/gJGA2kNh43wKvWWtzfFReT/AiDf+WALuBc6y1G5oaG5cwvQxMA8KBV40xw6y1RX6vVERERLolYwyjR49m9OjR3HHHHeTm5vLee+/xzjvv8P7777s8Pvukk04iPDzco/Grq6v59ttvgYaQJj4+/pBXVFSUR2GQiIiINwI+mAFW0xCoeMs4Pb8DuLGjBfUUjUuTmoKxauBsa+1G5z7W2jxjzLnABmAokATcBtzpz1pFRESk50hNTeWKK67giiuuoLq6mrVr1/L222/z9ttvs3PnTgDKy8vbGMW16upqcnNzyc3Nbb4XHh7eIqyJjo5WWCMiIj4RDMGMNw7/LWloWHbzfzRbpl1+6XS95PBQpom1ttwYczfwQuOt640xd1trazu9QhEREenRHA4Hp59+Oqeffjp//vOf2bp1KxdeeCGfffYZc+fOpU+fPh1+j5qaGvLy8sjLy2u+Fx4eTq9evQ4Ja2JiYhTWiIhIuwVLMNPe33AHgSIgA/gv8LK19jufV9WNGWNiaVie1OQfbTyyDPg7EEfDrJlJwEedU52IiIjIoYqKili9ejXvvvsuW7ZsAeCOO+5g9uzZjB8/nvT0dJ++X01NDfn5+Yec9ORwOBg6dCjDhg1TQCMiIh4L+GDGWtvtNygOUCfTcPISQDnwZWudrbVVxpjPgemNt6aiYEZEREQ6SXV1NZ9//jmrVq1i5cqVfPHFF9TX1x/SJzc3l4ULFwIQFxfHm2++yeDBgykuLqa4uNjr5U6t1fT9999TXV3N0UcfrXBGREQ8EvDBjHSZo52uN3q4LGk9PwUzR7fWUURERKQ9rLVs2bKFlStXsmrVKlavXt2uYOWOO+5g2rRDD4+sqamhpKSkOagpLi6mrKysw7X++OOPhIWFceSRR3Z4LBER6f4UzIg7I5yud3v4TKbT9VE+rMUtY0xvILWdjw3rjFpERETEt7KysppnxKxatYqsrCyvxvn5z3/O7bff3uJ+eHg4ycnJJCcnN9+rra2lpKSEoqKi5tDG1alPbcnIyCAsLIyhQ4d6VbOIiPQcCmbEnWSna083TM52uk7yYS2t+QVwj5/eS0RERDpRWVkZa9eubQ5iNm3a1OExhwwZwvPPP09IiGer48PCwkhKSiIp6aePMnV1dYfMrCkqKqKsrAxrWz84dMuWLYSFhTFw4MAO/QwiItK9BXwwY4ypa7zcbq0d0Wrn1sf5BhgLWGttwP/cASDW6brCw2ec+8W67SUiIiICHDx4kHXr1rF69WpWr17Nf//7X2pqanwydkpKCueddx733nvvITNivBEaGkpiYiKJiYnN95rCmpKSEvbv33/IJsDONmzYQFhYGH379u1QDSIi0n0FQ0BhDvvqi7GkbZFO19UePlPldB3lw1pERESkG6ioqGgRxFRXe/oxo3URERGcdtppTJ8+nenTpzNu3DiPZ8m0V9Nyp6YZNJWVla3237BhA8nJyURERLTaT0REeqZgCGYAWp8nKp3B+ROGw8NnnD9teDrLpqP+BrzWzmeGAcs7oRYRERFx0plBDMBxxx3H6aefzvTp0znllFOIivL934Wc95zxdoPg2tpasrKyGDx4sM/rExGR4BcswYwvNP3JpL7VXtLE+ROHp59ynPt1/EgDD1hrDwAH2vOMjq4UERHpHBUVFXz++ed8/PHHnRLEDBo0iOnTp3P66aczbdo0UlJSfDY2NAQozic0+eqUJqDTZu+IiEjw60nBTNNvbr8EBt2A80LpPh4+k+Z0XeDDWkRERCQANQUxTTNiPv/8c58GMfHx8UydOrV5VswRRxzhsz+wdNZR2a5ERkaSnp7eKWOLiEjw6xHBjDFmLJBOw5KovV1cTrDY5nQ9yMNnnI8c+N6HtYiIiEgAycrK4qabbuLNN9/0aRDjcDg46aSTmoOY448/nrAw335czcvLY9u2bRQWFvp0XFfCw8Pp06cPw4cPJzw8vNPfT0REglPABDPGmIHA4Fa6RBljJrVjyBAgHhgN/B+n+/9tf3U90lan6zHGmDBrbW0bzxzn5nkRERHpJiorKznjjDPYuHFjh8dqCmKmTJnClClTOOmkkzpln5gmZWVlfPnll9TV1bXduZ3Cw8NJSEggPj6++RUVFaUl1CIi0qaACWaABcDdbtoM0Bf42Afv8w8fjNETfEbDKUsRQAxwPPC5u87GmAjgJKdbH3VqdSIiItIlHnroIa9DGX8HMYfLzs72SSjjcDgOCWAUwoiISEcEUjADDQGMr05gcvWb8ffW2k99NH63Zq0tM8Z8CMxqvHUlrQQzwGwgrvG6EFjbedWJiIhIV9i6dSsPPfSQx/3Dw8NbBDHR0dGdWKHvHR7CJCQkEBkZqRBGRER8JtCCGXAdqLR2351aGjb63U3D8qXF1trWggVp6W/8FMwsMMb8xVq7+fBOxpho4P863VrowbInERERCSL19fVcd9111NTUuO0T6EFMeno6O3bsaPVngIYTHI8++mjS09MVwoiISKcLmGDGWnsfcN/h940x9TTMotlhrT3S74X1YNbad40x/wFOAxzAO8aYc6y1zfOXjTHJwFLgiMZbBcAf/F6siIiIdKpnn32WTz75xGXbxRdfzDXXXBNwQczhYmJiOOGEE1i/fj0VFRVu+1lrycjIoLKykrS0NBITExXOiIhIpwmYYKYN+k3YdS4BvqDhVKvBwLfGmDXAj0AqcDrQ9AmsFphrrS3qgjpFRESkk5SUlHDbbbe5bBsxYgSLFi0iMjLSz1V5JzExkcmTJ7N161Z2797ttl9tbS0//vgjP/74Iw6Hgz59+pCWlkZKSgqhoaF+rFhERLq7YAhmmmbRFHRpFT2UtXavMWYqDbNijqHhtKufNb6c5QILrLUf+rlEERER6WTvvfcexcXFLtsWLlwYNKFMk7CwMMaMGUNaWhrfffcdlZWVrfavrq5mz5497Nmzh9DQUFJTU0lLS6N37944HA4/VS0iIt1VwAczjUucpAtZa783xpwIXARcDIwC+gBFNMyceRNYZK3N67oqRUREpLO4myEybtw4Jk+e7OdqfCc1NZXJkyezZcsW9uzZ49EzdXV1ZGdnk52djTGGpKQk0tLSSEtL8+sJUyIi0n0EfDAjgcFaWw38s/ElIiIiPcgpp5yCMQZrDz0887vvviMzM5OBAwd2UWUdFx4ezrhx40hPT2fDhg1tzp5xZq0lPz+f/Px8Nm/eTK9evZpDmri4OO1LIyIiHgnp6gJEREREJLD17duXqVOnumxbunSpn6vpHL1792by5MkMGTKE8PBwr8YoKSkhIyODtWvX8tFHH7Fhwwb27dvXrrBHRER6noCYMWOMOeTPLNbaTHdtvuA8voiIiIi07bLLLuPDD1tuJffnP/+Z0047jZNPPrkLqvKt8PBwRo0axdFHH01BQUHzkiVvgpWKigoyMzPJzGz42BkbG0tycjLJycmkpKRobxoREWkWEMEMsIuGI7Fp/Brmps0XDh9fRERERNowe/ZsbrjhhhYhRXZ2NpMmTeL+++/n9ttvJyQk+Cdkh4SEkJKSQkpKCqNGjaKkpKQ5pCktLfVqzLKyMsrKyppPgoqLi2sOaZKSkhTUiIj0YIEWULS2EFeLdEVERES6SK9evTjnnHN49dVXW7TV1dVx55138vHHH/P888/Tp0+fLqiwcxhjiI+PJz4+nhEjRnDw4MHmkKagwPtDQ0tLSyktLWXXrl1Aw79vSkoKycnJJCUleb2cSkREgk8gBTMKZUREREQC2M0338yyZcuor6932b5y5UrGjRvH888/z/Tp0/1cnX9ER0czdOhQhg4dSnV1NTk5OeTk5HDgwAG3/y6eKCkpoaSkhB9//BGAhISE5qVPSUlJhIUF0sd2ERHxpUD5P/wQL9tERERExE9OPPFEXnnlFRYsWEBZWZnLPjk5OZxxxhnceeed3H///d36ZCKHw8GAAQMYMGAAdXV15ObmNoc0VVVVHRq7qKiIoqIiduzY0TxrJyEhgYSEBOLj44mNje3W/7YiIj1JQAQz1trd3rSJiIiIiH/NmTOHcePGMW/ePL755huXfay1/P73vyc6Opo777zTzxV2jdDQ0Oajsq21lJWVkZ+fT15eHvn5+dTU1Hg9trW2Oahxfr+mgKaiooLw8HBCQ0N98aOIiIifBUQwIyIiIiLBY/jw4axbt47bbruNJ5980m2/v/zlL9xxxx09bmaHMYa4uDji4uIYPHgw1lpKS0ubQ5r8/Hxqa2s79B51dXUUFBQcss+NMYbq6moSExObZ9ZERUX1uH9/EZFgo2BGRERERNotIiKCJ554gqlTp7JgwQIKCwtb9MnOzqaoqIjExMQuqDBwGGPo1asXvXr1YujQoVhrKS4ubg5p8vPzqaur6/D7WGtbhDUOh6N5GVTT18jIyA6/l4iI+E7ABzPGmLsbLwustX/twDjXAWkA1tr/64vaRERERHq6c889l2+//ZYZM2awbdu2Fu379+/v8cHM4YwxzfvFDBs2jPr6+uagJi8vj4KCgg5tJOysurqa3NxccnNzm+9FREQcEtTEx8cTERHhk/cTEZH2C/hgBrgXsMAOwOtgBrgBGNt4rWCmBzDGbHbTpE8eIiIiPjRw4ECmTJniNpgZNWpUF1QVPEJCQkhMTCQxMZEjjjiC+vp6ioqKmpc+FRYW+iyoAaiqqmo+TapJVFQU6enpDBs2TCGNiIifBUMwA747LtvQEPKIiIiIiA/17dvX5f39+/f7uZLgFxISQlJSEklJSQDU19dTVlZGUVERxcXFFBUVUVJSgrW++1hbUVHBjz/+SH5+PqeccgohISE+G1tERFoXLMGMwhRpN2utyz/PGWNGAZv8XI6IiEi3tWvXLpYsWeKyTcFMx4WEhDTvUdOkrq6O0tJScnNzyczMpKampsMbCgPNS6pSU1M7PJaIiHgmWIIZX2iak1nZpVWIiIiIdCMZGRlMmzaNvXv3umx3DhPEd0JDQ0lISCAiIoKSkhKgYfPf/v37U1FRQXFxMbm5uVRVVbV7bF9sRCwiIp7rEXMUjTERwGAaZt4UdW01IiIiIt3Dxo0bmTRpkttQJjo6mlmzZvm5qp7LGEN0dDQhISEcPHjQq1AmIiJCs2VERPys28+YMcaEA/cDkTQEM+42hBURERERD1hr+eijj5g7d+4hRzM7CwsLY/HixQwZMsTP1fU81loqKyupqKjgP//5j9d7zyQkJDBu3DhCQ0N9XKGIiLQmYIIZY8wVwBWtdOlnjPmoHUOGAPHAcCDK6f6/vShPREREpMerra3l9ddf57HHHuPLL79028/hcLBs2TLOPvtsP1bXs1hrycvLIzMzk5ycHK/DmMjISPr27Uu/fv3o1asXxvjqzA0REfFUwAQzNCw1moLrjX4NDTNeJnsxrvNJTJnAc16MISIiItJjlZSU8Oyzz/LEE0+QmZnZat+oqCiWL1/O9OnT/VRdz2Gtpbi4mH379rF//36vlioBhIeHk5aWRr9+/UhOTlYYIyLSxQIpmGni7jdDR39jfADcYK0t6eA4IiIiIj1CZmYmTzzxBM888wylpaVt9o+Li+Pdd9/ltNNO80N1PUd5eTn79u1j3759lJeXezVGSEgIffr0oW/fvvTu3VvLlUREAkggBTOr3dy/h4YZL4XAX9oxXg1QBuwGvrTW6qxGEREREQ989dVXPPbYY7z22msen9CTmJjIihUrOOGEEzq5up6hqqqK/fv3s2/fPoqKvD+7IiUlhX79+pGWlkZ4eLgPKxQREV8JmGDGWrsGWHP4fWPMPY2XBdba+/xblYiIiEjP8emnn/Loo4/yn//8p13PTZgwgcWLFzNy5MhOqqznKCwsJCMjg7y8PK/3jYmPj6dfv3707duXyMhIH1coIiK+FjDBTBu08FVERESkk1RXV7Ny5Uruvffedj03a9YsbrnlFn72s59pnxIfyM/PZ926dV49GxoaSlRUFKNHjyYlJcXHlYmISGcK+GDGWhvS1TWIiIiIdFeZmZm89dZbbo+9PlxERATz58/npptu0gwZH7LWsmnTpnY943A46N27NxUVFYSHh2OMISYmppMqFBGRzhLwwYyIiIiI+F5lZSUrV67ks88+82jJTEpKCr/4xS/4xS9+QZ8+ffxQYc+SnZ3t0QbLoaGhzScqpaSkUFVVxZYtW/xQoYiIdBYFMyIiIiI9zPr167nsssvYunVrm31HjBjBzTffzPz584mKivJDdT2PtZaMjAy37cYYUlNTmzfx1YlKIiLdi4IZERERkR6ivr6eBx54gPvvv5/a2tpW+5500kncddddzJo1i5AQrSzvTDk5OW5ny4wcOZL+/fvjcDj8XJWIiPhL0AUzxphwYHzjqx8QD0Ti+QbB1lp7dSeVJyIiIhKwbrvtNh577LFW+0RGRvLQQw/x61//WoGMH7Q2W6Z3794MHTrUzxWJiIi/BU0wY4yJBe4CrgaSOzicghkRERHpUcrKynjyySdb7XPcccfx4osvctRRR/mpKiktLaWkpMRl2/Dhw/1cjYiIdIWgCGaMMaOAt4FBtGNmTNPjbu6LiIiI9BglJSXU1NS4bY+JiVEo0wXchTKpqakkJib6uRoREekKAT8/1RiTArwLDHa6XQ58CLzY+L0FSoB/Av8CNjbeM41f64BXgSWNfURERER6lPT0dI499li37eXl5cycOZMNGzb4sSo5ePCgy/vp6el+rkRERLpKwAczwB3AQH6a6fIg0MdaO91aO9+p3wFr7ZXW2vOsteOANOA+oIqGn/Mo4H5r7QI/1i4iIiISEIwxvPbaawwaNMhtn927dzNx4kSeffZZqqqq/Fhdz1NXV0dJSQmFhYUu26Ojo/1ckYiIdJWAXspkjAkDruOnUOYua+3Dnjxrrc0D7jPGvAGsAsYAK4wxx1lryzqlYBEREZEANmzYML766isuuugiPvzwQ5d9Dh48yLXXXsvtt9/OZZddxlVXXcW4ceP8XGn3YK2lsrKS8vJyysrKKCsra76uqKho9VkdTS4i0nMEdDADnADE0BDMZAKPtHcAa+1GY8zFNIQzw4A/AL/0ZZEiIiIiwSIlJYUVK1Zw66238sQTT7jtV1BQwJNPPsmTTz7Jcccdx1VXXcUll1yifU9cqKurcxm+lJWVUVdX59WYCmZERHqOQA9mnHef+5e1tr6VvuHuGqy1Hxlj1gKTgMuMMbdYayt9VaSIiIhIMAkLC+P3v/89e/fuZfny5dTW1rbaf/369axfv55bbrmF2bNnc9VVVzF16tQedZy2tZaqqqoWwYsns1/aKyoqqkf924qI9HSBHsw4H4u91U2fWiAUiGxjrA9oCGZigcnA+x2uTkRERCSIjRkzhtTUVF5++WWKiora7F9VVcXSpUtZunQpAwcOZMGCBVx55ZUMHjy484v1E+fZL4fPgmkrwPIVbfwrItKzBHow4/ynAnd/iigFEoFkY4yx1ro7Dnu/0/UAXxQngc0Ys9lNU4RfCxEREQlgaWlpXHfddbzzzjts2bLF4+cyMzO57777uO+++5g2bRq/+tWvOOecczDGdGK1vldWVsa+ffsoKirlgWcSAAAgAElEQVSivLzc7SlJ/tK3b19GjBjRpTWIiIh/BXow4/ynmwQ3fXJpCGZCaThSe6ebfjFO1ykdrkxERESkm4iOjmbu3LmcccYZvPXWWyxZsoTs7GyPn//www/58MMPOfvss/n73/9Ov379OrHajqurqyMnJ4fdu3eTn5/fJTVERUURGxtLTEwMsbGxxMbGEhcXR0SE/n4kItLTBHows93pepibPpuAIxuvp+A+mJnodK1TmXoAa+0oV/eNMaNo+O9GREREnAwfPpyHH36YBx54gBUrVrBo0SLefvttj5fwvP3226xdu5bHH3+cBQsWBNzsmbKyMjIzM9m7dy/V1dWd/n6hoaEtwpem70NDQzv9/UVEJDgEejCzwen6JDd91gKzG69/ZYx53lp7yKcHY8xI4AKnW57P0xURERHpYcLCwjjrrLM466yzyMnJ4YUXXuC5555j61Z3W/79pLi4mKuvvpqXX36ZZ555hkGDBvmhYvfq6urIzs4mMzOz02bHREVFuQxfIiMjAy6cEhGRwBPQwYy1Nrdxn5BRwHHGmIHW2szDur1MwzHa4cA44B1jzP/QEOpEAmcCj/HTviL5wCf+qF9EREQk2PXp04dbbrmFm2++mS+++IJFixaxdOlSSktLW31u5cqVjB49mkceeYTrr7/e76cMNc2O2bNnDzU1NR0eLzQ09JDwpek6JiaGsLCA/kgtIiIBLhh+i7xNQzBjgGuAu50brbUHjDGPA78DLDC98eXMNLYBPGCt7fy5qyIiIiLdiDGGE088kRNPPJHHH3+cN954g2effZa1a9e6faasrIxf/OIXvPLKKyxcuNAvm9oeOHCA7du3U1BQ4NXzkZGRLcKX2NhYzX4REZFOEwzBzIv8FLScYoxxuAhW7gFGA2fREMA4/9ZsCmQM8Jy19snOLFZERESku4uJiWH+/PnMnz+fN998kxtuuIGcnBy3/desWcPIkSO55JJLuOuuuzjqqKM6pa7t27fz/ffft/u55ORkBg4cSJ8+fTT7RURE/M6/c0q9YK3dbK2d0Pia5mq2i7W2BjgP+P+AHw5rNjRs9DrfWntt51csIiIi0nOcf/75bNmyhcsvv7zVfvX19bzwwgvNAU17jub2RG1tLT/8cPjHQPccDgdDhw5lypQpTJw4kX79+imUERGRLhHwwYynrLX11tq/WWuPAvoDJwAnAunW2rHW2he7tkIRERGR7ikpKYklS5bw7rvv0r9//1b7WmtZunQpo0ePZt68eWza5JuDEuvq6qirq/O4f2RkJJGRkTodSUREuly3CWacWWv3W2u/stZ+aa3NATDGTDDGTDLGTOrq+kRERES6o1mzZrFp0yauu+66Nvtaa3n11VcZM2YMF154IRs2bGjzmdY4HA7i4uI87l9SUsKWLVv48MMP+eyzz9i5cyeVlZUdqkFERMQb3TKYceMl4GPgo64uRERERKS7io+PZ+HChaxatYphw4Z59MyyZcsYN24cs2fPZvPmzV69rzGGY445hpiYmHY/W1BQwObNm1m1ahXr1q1j//79WGvbflBERMQHelIwAw37zWg7fREREZFONm3aNLZs2cKzzz7LkCFDPHrmzTff5Nhjj+Wf//ynV+8ZHx/P5MmTmTBhAv369fNqmVJ+fj7r16/nu+++86oGERGR9uppwYyIiIiI+InD4eDqq69m27Zt/OMf//BoBk1NTQ1XXHEFDzzwgFezVkJCQujTpw/HHnssM2bMYPz48aSnpxMS0r6PvXv37qW4uLjd7y8iItJeCmZEREREpFOFh4dz5ZVX8v3337NkyRKGDx/e5jP/+7//y7XXXktNTY3X7xsaGkp6ejrjx49n0qRJxMfHt+t57TkjIiL+oGBGRERERPwiLCyMyy+/nK1bt/LCCy8wYsSIVvs/99xznH322ZSWlnr1fnV1dezbt4///ve/rF69ul0zYEJDQ0lISPDqfUVERNpDwYyIiIiI+FVoaCiXXnopmzdvZunSpRxxxBFu+77//vtMmjSJ/fv3ezR2XV0dubm5bNiwgZUrV/LNN9+Qm5vbrvrCwsIYN24cERER7XpORETEG2FdXYCIiIiI9EyhoaFcdNFFzJw5k9mzZ/Pxxx+77Pftt99y0kknsWrVKo488sgW7eXl5Rw4cIDc3Fzy8vKor6/3qp74+Hj69+9Pv379cDgcXo0hIiLSXgpmRERERKRLJSQksOL/sXfn4VFW9/v47zMz2ScJ2fc9ITsYtrCKCC4V10qRS1ERrG2tttYPKq2taIv1J9i61hb51d1qK9JWBaUqRlZBdhLISvaE7GRfZ873j4Q4ITOTmcxCMrlf1zWXM+ec5zzvCEwmd57nnM8/x5o1a/Duu+/qHVNeXo7LL78cX3zxBVJSUlBfX4+6ujrU1taio6Nj1Od2cXFBWFgYwsPD4eXlNep5iIiIRovBDBERERFdcs7Oznj77bcRFRWFp59+elh/eHg4pk+fju3bt6O0tNSicykUCgQHByM8PBz+/v5m79hERERkTQxmiIiIiGhMEEJgw4YNiIqKwq9+9Sukp6dj2rRpmDZtGoKCgiye38fHB+Hh4QgNDYWTk5MVKiYiIrIcgxkiIiIiGhO6u7tRUVGBtLQ0fPDBB1aZ083NDeHh4QgPD4eHh4dV5iQiIrImBjNEREREdElpNBoUFxejoKAAGo3G4vm8vb0RGBiIwMBATJo0CUIIK1RJRERkG2MmmBFCXG7jU7jZeH4iIiIiMoOUEtXV1Thz5gw6OztHPU9PTw+io6MRGBiIgIAAbnNNRETjypgJZgBkAZCXuggiIiIisr3z588jJycHTU1NZh+r0WiQl5eHo0eP4siRIygqKsI111yD999/n6EMERGNO2MpmLnAVteaMvQhIiIiusQ6OzuRl5eHiooKs45TKpXYu3cvdu/ejePHj6OtrW1I/+eff47MzEx8/PHHSExMtGbJRERENjXWghlb3gDMm4snGCFEjoEu/iqNiIjIzjQaDYqKilBUVGTSOjJCCPj4+AzenuTl5YXU1FRs27ZtWChzQX5+PjIzM/Huu+9i6dKlXFuGiIjGhbEUzNxzqQsgIiIiIutramrC8ePH0d7ePuJYhUKBmJgYxMXFwdnZeUhfZGQkvv32W9x+++3YsWOH3uObm5txww03IDU1FXfddRdWrlyJ0NBQq3wdREREtjBmghkp5VuXugZyLFLKVH3tQohUANl2LoeIiGjC0Wq1KCgoQGFhIaQc+a7ykJAQJCUlGd3W2tvbGx9//DF+85vfYOPGjQbH5eTk4LHHHsOvf/1rLFmyBHfddRduvvlmbplNRERjjuJSF0BEREREjqetrQ379u1DQUHBiKGMl5cX5syZg+nTp5sUnCiVSjz77LN45513RlzsV6vV4n//+x9WrlyJ4OBg3HPPPcjKyoJWqzXr6yEiIrIVBjNEREREZDVSShQXF2P37t1obm42OtbFxQVTp07FggUL4OfnZ/a5Vq5cid27dyMkJMSk8W1tbXjzzTexaNEixMTE4Le//S3y8vLMPi8REZE1MZghIiIiIqvo7OzEwYMHkZOTY/SKFIVCgfj4eCxatAgREREWLdI7a9YsHD58GPPnzzfruLKyMjz99NNISkrC7Nmz8de//hXd3d2jroOIiGi0GMwQERERkcU6Ozuxd+9e1NfXGx3n7e2NBQsWICkpCSqVdZY7DA0Nxe7du7Fjxw6sWLECrq6uZh1/8OBB3H///cjMzERNTY1VaiIiIjIVgxkiIiIistjp06dHvOIkPj4e8+bNg6enp9XPL4TAD37wA7z//vs4d+4ctmzZggULFpg1x4kTJ/D8889bvTYiIiJjGMwQERERkcWMbYXt7u6OefPmISkpCQqF7T9+ent7495778Xu3btRVFSEp556CnFxcSYdm5OTY+PqiIiIhmIwQ0REREQW8/b2Ntrv5uZmp0qGio2NxRNPPIGCggLs27cP9913n9FaY2Ji7FgdERERgxkiIiIisoKEhAQ4OTnp7evo6MDBgwfR09Nj56q+J4TA3LlzsXnzZhQXF8PZ2VnvuOXLl9u5MiIimugYzBARERGRxdzd3TFr1iwolUq9/a2trfjmm2+Ql5eHjo4OO1f3PY1Gg5dffllvSBQTE4N58+ZdgqqIiGgiYzBDRERERFbh4+ODmTNnGlxHpru7GwUFBdi1axcOHTqEmpoaSCntVt/u3bsxY8YMrF+/Xm//ypUrLdq6m4iIaDSss0chEREREREAf39/TJs2DUeOHDEautTW1qK2thaurq6IjIxERESEzdahKSsrwyOPPIJ//etfRsfdeeedNjk/ERGRMbxihoiIiIisKjg4GFOmTDFpbFdXF/Lz87Fr1y589913qK2ttdpVNJ2dnXjqqaeQlJQ0YiizcOFCJCQkWOW8RERE5uAVMw5CCJEM4CoA8wGkAQgD4A6gGUAJgH0A3pRSHhvF3ALAzQDuAJABIBRAG4BSAJ8AeENKWWb5V0FERESOIiIiAlqtFjk5OdBqtSOOl1KipqYGNTU1cHNzQ1RUFMLDw+Hq6mr2uaWU2Lp1K9auXYuyspE/ogQFBeHll182+zxERETWwGBmnBNCXAXgeQCpBob4DTymA/iFEOJDAD+VUjaaOH8ogHcAXHlRlysA/4F51wohHpRSvmn+V0BERESOKioqCn5+figpKUFFRQX6+vpMOq6zsxO5ubnIzc2Fr68vQkJCEBwcbNKtTlJKrFq1Cm+//faIY4UQuPfee7FhwwYEBgaaVBsREZG1MZgZ/6ZjaCgjAZwEkA+gCUAA+q+iCRjo/xGAFCHEQillg7GJhRBeAHai/wqcCw4ByAHgjf6wZhIANYA3hBBaKeXIn4KIiIhowlCr1UhLS0NycjKqqqpQWlqK8+fPm3x8Y2MjGhsbkZOTY1JI8+GHH5oUysybNw8vvfQSpk2bZnItREREtsBgxnEcB7AFwD8vDlyEEM4AHgawAYAS/UHOqwBuG2HOV/B9KNMIYJmU8mudedUANgO4faBpixBiv5Sy0MKvhYiIiByMUqlEREQEIiIi0NzcjLKyMlRUVECj0Zg8h25I4+Pjg5CQEISEhAyGNFJKbNq0yegcYWFh2LRpE1asWMEdmIiIaExgMDP+5QO4RUr5H0MDpJQ9AP4/IUQ3gD8PNC8XQqyXUubqO0YIkYb+NWUuuF03lBmYt00IcSeAaABzATgD+D2+D2qIiIiIhvH29kZ6ejqSk5NRWVmJ0tJStLS0mDVHU1MTmpqacPr06cGQprKyEocPH9Y73sXFBY888gjWrVsHDw8Pa3wZREREVsFgZpyTUm4zY/hLANaif/FeALgOgN5gBsDP8P2uXV9IKXcaOL9WCPEogL0DTcuFEL+UUtaZURcRERFNQCqVClFRUYiMjERzczNKS0tRVVVl1lU0wPchDQA8++yz2LdvH7KysgbDnhkzZuBf//oXYmJirP41EBERWYrbZU8gUkoNgIM6TdH6xg3swnSjTtMbI8y7D0DBwEslgBtGXyURERFNNEIITJo0CVOnTsWSJUuQnp4Of3//Ud1qlJKSgh//+MfYvHkzpk+fDgB45plnGMoQEdGYxWBm4pE6z5UGxiQACNd5nWXCvLpjLt7BiYiIiMgkTk5OiIqKwuzZs3HVVVdhypQpCAgIMDukUavVePDBB3HZZZdh8eLFNqqWiIjIcryVaeJJ13lebmBMss7zc1LKahPmPWrgeCIiIqJRcXZ2RmRkJCIjI9HT04Nz586huroa9fX1kFKOeLyfnx9+8YtfcJFfIiIa0xjMTCBCiLnovxrmgi8NDE3UeV5q4vRlOs+TzKnLEkKIQHy/Fbip4mxRCxEREdmOoZCmrs7wsnbt7e340Y9+ZMcqiYiIzMdgZoIQQigAPK/TdFBKqX/bAsBP53mNiac4p/PcXQjhIqXsNqfGUbofwHo7nIeIiIjGiAshjVKpRHZ2NoKCgvSOUygUUKvVdq6OiIjIPFxjZuL4HYBZA8+16N+dyRDdTzCdJs5/8Th+CiIiIiKbaWhowCeffGIwlDl37hyWLVtm56qIiIjMxytmJgAhxA0YelXJJinlXkPjAbjqPO8x8TQXXx3jZuJxRERERCZraWlBXl4eampqEB4erndMY2MjbrvtNq4tQ0RE4wKDGRsRQvwUwENWnvbXUsp/m1nHTADvA7jwyeQr9F89Y0yXznNnE0/lctFrU6+0sdSrAD4085g4AP+1QS1ERERkI62trcjPz0d1tfE9CXp6ejBjxgx4enraqTIiIiLLMJixHX8MXUTXGrzNGSyESAHwGQCPgabvANwspewd4dA2neemXvly8bg2vaOsTEpZC6DWnGP42zMiIqLxo729Hfn5+aisrDRpvLOzM1JSUmxcFRERkfUwmHFQQogYAF/g+4V8TwP4gZTSlMCkQee5/hu3hwvWed5hp4V/iYiIyEF1dnYiPz8fFRUVJm2NDQCVlZX4yU9+YuPKiIiIrIvBjI1IKTcA2HApzi2ECEP/LUuhA01FAK6SUjYYPmqIPJ3nUSYeE6nzPNfEY4iIiIiG6OrqQkFBAcrLy6HVak06pri4GAUFBXjhhRdsXB0REZH1MZhxMEKIQPSHMjEDTRUAlkgpq8yY5ozO82AhRLCU8pzB0f2mGTieiIiIaETd3d0oKipCSUmJyYFMeXk5/vGPf6ClpQX79u2DQsENR4mIaPxhMONAhBB+AL7E92vb1KI/lCkxc6oC9Ac6F7Y6uALAByMcs1Dn+S4zz0dEREQTVE9PD86ePYvi4mJoNBqTjqmqqsIHH3yAb775Bmq1GidOnIBarbZxpURERLbBYMZBCCG8AHwOIH2gqQn9ty/lGT5KPymlFEJ8DOD+gaZVMBLMCCHmAJg88FIL4BNzz0lEREQTS29vL4qLi3H27Fn09fWZdExtbS0++OAD7Nq1azDEaW1tRVVVFaKjo21YLRERke0wmHEAQgh3ANsBzBhoagVwrZTypAXT/g3ATwEoAFwjhLhKSvmFnnMrAGzUafqXlLLOgvMSERGRA+vr60NJSQmKiorQ2zvSRpH9XFxc4O3tjRUrVqC9vX1In5QSq1evxrFjx+DmZupmkkRERGMHb8Qd54QQLgD+A2D+QFMngOullIcsmVdKeQrAezpN7wshrrjo3B4A3tI5dw+A31lyXiIiInJMGo0GZ8+exa5du5Cbm2tSKHNh6+srr7wSs2bNwhNPPKF3XF5eHtavX2/tkomIiOyCV8yMf38AcJXO6zMAlgshlptwbIGU8kUj/Q+gf1HfVPRvu/21EOJb9G+97Q3gSgA+OuPvk1IWmlM8EREROTaNRoPy8nIUFBSgu7vbpGOcnJwQFxeH6OhoqFTff1x9+OGH8dFHH+HQoeG/f9q0aRNSU1Nx9913W612IiIie2AwM/4FXvR6GobukGTMNwAMBjNSyhYhxNUA3kF/CAMAswceutoA/EJK+ZaJ5yUiIiIHp9VqUVFRgYKCAnR2dpp0jEqlQmxsLGJiYuDk5KS3/4033kBGRgZ6enqG9a9ZswY+Pj648cYbLa6fiIjIXngrExk1sM32EgC3AtgGoARAN4AGAMcA/B5AqpTyjUtVIxEREY0dUkpUVFQgKysLJ0+eNCmUUSqViI+Px5VXXonJkyfrDWUuSElJwZNPPqm3T6PRYPny5fjmm29GWz4REZHd8YqZcU5KuQr9uybZ8hwS/aHMNlueh4iIiMYvKSWqq6uRn5+PtrY2k45RKBSIjo5GXFwcXFxcTD7XI488gs8++wx79uwZ1tfd3Y0bb7wRWVlZyMjIMHlOIiKiS4XBDBERERFZpKOjA0ePHsX58+dNGi+EQGRkJBISEuDq6mr2+VQqFf773/9i4cKFOHXq1LD+lpYWXHvttfj2228RExNj9vxERET2xFuZiIiIiGjUamtrsWfPHpNCGSEEIiIisGjRIqSnp48qlLnAx8cHO3fuNBi81NbW4rHHHhv1/ERERPbCK2aIiIiIyGxSShQUFCA/P9+k8WFhYZg8eTI8PDysVkNISAheeOEF3HTTTXr7d+7cabVzERER2QqDGSIiIiIyS29vL44dO4ba2toRx4aEhGDy5Mnw9PS0eh1ZWVm46667jJ6biIhorGMwQ0REREQma2lpweHDh9HR0WF0XFBQEBITE+Hl5WWTOj744APcfffderfNvmDTpk02OTcREZE1MZghIiIiohG1t7ejtLQUJSUl0Gq1Bse5uLggIyMD/v7+NqmjqKgImzZtwubNmw2OUalU2LJlC2644Qab1EBERGRNDGaIiIiISC8pJRoaGlBcXIyampoRx/v4+GD69OkWLepryJEjR7Bx40Zs3brVaDCkVquxdetWXHPNNVavgYiIyBYYzBARERHREH19faisrERxcTHa2tpMOiY6OhopKSlQKKy36aeUEl988QU2btyIr776asTxQUFB2LFjB6ZNm2a1GoiIiGyNwQwRERERAQC6urpw+vRplJeXo7e316RjFAoFpkyZgvDwcKvV0dfXhw8//BAbN27E8ePHTTomMTERn332mcHts4mIiMYqBjPksIQQOQa6XOxaCBER0RinVqsRGBiIY8eOmXWcu7s7ZsyYYbUFftvb2/HGG2/gT3/6E0pKSkw+bu7cufj444/h5+dnlTqIiIjsicEMERER0QTl7OyMmJgYqNVqs4+LiopCbGwsnJycLK4jNzcXr732Gt566y00NjaafFxoaCgefvhhPPjgg3B2dra4DiIiokuBwQw5LCllqr52IUQqgGw7l0NERDSmtLe3IzEx0axAw9vbGzExMQgJCYFSqbTo/N3d3fjoo4+wefNm7N6926xjk5KS8Oijj+L222+HiwsvhCUiovGNwQwRERHRBNPU1ISjR4+aFMoIIRASEoLo6Gj4+PhACGHRufPy8gavjmloaDDr2Llz5+Kxxx7D9ddfb9VFhomIiC4lBjNEREREE0hdXR0OHz4MjUZjdJyTkxOioqIQFRUFNzc3i87Z3d2Nbdu24bXXXkNWVpbZx99444149NFHMW/ePIvqICIiGosYzBARERFNEFVVVTh27BiklAbHeHl5ISYmBqGhoRbfrpSfn48tW7bgzTffRH19vVnHOjk5YeXKlVi7di1SUlIsqoOIiGgsYzBDRERENAGUl5fjxIkTBvs1Gg1SU1MRFxdn8e1K7e3teOCBB/Dmm2+afWxgYCDuuecePPDAA1bdgpuIiGisYjBDRERE5ODa29tx6tQpg/19fX0oKCjA/PnzLQ5lAOD3v/+92aHMkiVLcN999+Gmm27iDktERDShMJghIiIicnD19fXQarUG+1tbW9Hd3W2183366acmjQsICMA999yDH//4x4iPj7fa+YmIiMYTBjNEREREDs7Jyclov4+PD9RqNerq6uDr62vxVTN9fX1G+xcvXoz77rsPN998M6+OISKiCY/7DBIRERE5uKCgIHh5eRkd4+TkhMLCQhw4cAAtLS0WnS8yMlJv+09+8hPk5+fjyy+/xPLlyxnKEBERgcEMERERkcNTKpWYPXs2wsLCRhzb2NiI3bt3Iy8vz+juTcZERUXpbb/11luRkJAwqjmJiIgcFYMZIiIiognA2dkZGRkZmDNnDjw9PUccX1BQgKKiolGdy1Aw89xzz6Gurm5UcxIRETkqBjNEREREE4ifnx8WLFiA+Ph4aDQao2Nzc3PR0NBg9jkMBTP/+9//MGXKFOzcudPsOYmIiBwVgxkiIiKiCUahUCAiIgLZ2dkjBi9Hjx41e8emadOmGew7d+4crr32WvzqV79CV1eXWfMSERE5IgYzRERERBNUX18fSkpKkJeXh87OTr1juru7cfz4cbPWm0lNTcXSpUuNjnnhhRcwa9YsZGdnm1UzERGRo2EwQ0RERDTBtbW14cyZM/Dw8NDbX1dXh9zcXJPDGSEE/vnPf2LVqlVGx506dQozZszAL37xCxw/ftzcsomIiBwCgxkiIiIigpQSkydPhkql0ttfVFSEPXv2mLzmjIeHB9544w3885//xKRJkwyO6+7uxssvv4yMjAxkZGTgpZdeGtW6NkREROMVgxkiIiIiAgC4urpi6tSpBvtbWlpw4MABHD161OCtTxdbvnw5Tpw4gYULF4449vjx4/jlL3+JkJAQLFu2DNu3b0dfX5/J9RMREY1HDGaIiIiIaFBISAiio6ONjqmqqkJWVhYKCwtH3NkJACIjI/HVV1/hmWeeMXhFjq7e3l589NFHuP766xEZGYl169YhLy/P1C+BiIhoXGEwQ0RERERDpKSkwNfX1+gYjUaD3NxcfPPNN6ipqRlx/RmlUol169bhwIEDSEhIMLmW6upqPPvss0hKSsLcuXOxZcsWtLS0mHw8ERHRWMdghoiIiIiGUCgUyMzMRGRk5IhjOzo68N133+HQoUMmbX89Y8YMHDt2DE888QSCg4PNquvAgQO47777EBwcjHvuuQeHDh0ya7coIiKisYjBDBERERENo1QqMWXKFCxYsAA+Pj4jjq+rq8PevXvR1NQ04lgPDw889dRTKC8vx6effoof/vCHcHJyMrm2zs5OvPnmm8jMzMT06dOxZcsWtLW1mXw8ERHRWMJghoiIiIgM8vb2xty5c3HZZZfBxcXF6Niuri4cOHAA5eXlJs2tUqmwdOlSfPTRR6iqqsILL7xgdPFhfY4dO4b77rsPYWFheOCBB5CdnW3W8URERJcagxkiIiIiMkoIgfDwcCxatAhxcXEQQhgcq9VqceLECWRnZ0Or1Zp8Dn9/f/zyl7/E8ePHcfToUTz44IMjrnOjq6WlBX/5y1+Qnp6OBQsW4L333kN3d7fJxxMREV0qDGbIYQkhcvQ9APz3UtdGREQ0HqlUKiQnJ2PhwoUIDAw0OrakpATffvvtqMKRjIwMvPTSS6iqqsKHH36I6667DgqF6R9b9+7diy4CdMMAACAASURBVJUrVyI8PByPPvooioqKzK6BiIjIXhjMEBEREZFZ1Go1Zs2ahenTpxvd/rqxsRF79uwZ9S5KLi4uWLZsGbZv347y8nI888wziIuLM/n4+vp6bNq0CfHx8Zg3bx6eeOIJZGVlmbRIMRERkb0wmCGHJaVM1fcAcNOlro2IiMgRhISEYP78+VCr1QbHdHV14fDhw+jr67PoXKGhoVi3bh3y8/Oxc+dO3HLLLVAqlSYfv3//fvzhD3/AokWL4OPjgyVLluCPf/wjvv32W4trIyIisgSDGSIiIiIaNbVajXnz5iEoKMjgmI6ODpw/f94q51MoFLj66quxbds2lJaW4sknn0RYWJhZc3R1deGrr77C448/jjlz5sDX1xfXX389/vznP+P48eNmrY1DRERkKQYzRERERGQRJycnzJgxA1FRUQbHGFsweLTCwsKwfv16lJSU4N///jeuvvrqUc3T2tqK7du34//+7/+QkZGBwMBALFu2DK+++ipyc3MhpbRy5URERN9jMENEREREVtHW1qa33dXVFT4+PjY7r0qlws0334ydO3eisLAQjzzyCPz8/EY9X0NDAz766CP8/Oc/R3JyMsLCwrBy5Uq8/vrrKCkpsV7hREREYDBDRERERFZQW1uLhoYGvX1JSUlm7apkibi4OGzcuBEVFRV49913sWTJEri4uFg0Z3V1Nd577z2sWbMGMTExiImJwR133IFXXnkFR44cQW9vr5WqJyKiicjwMvpERERERCaQUiI3N1dvn5eXl9lrwFiDq6sr7rjjDtxxxx3o7OzEgQMHsGvXLuzatQuHDh2CRqMZ9dwlJSUoKSnBP/7xDwCAm5sbZs6ciTlz5gw+RtpOnIiI6AIGM0RERERkkaamJrS2turtS05Otsn6MuZwc3PDlVdeiSuvvBJA/5oye/bswa5du/DVV1/h+PHjFs3f2dmJ3bt3Y/fu3YNtsbGxmDNnDubOnYs5c+YgPT3d6NbiREQ0cfG7AxERERFZ5Ny5c3rbAwICEBAQYOdqRubp6YnrrrsO1113HYD+NWWysrIGr6gxdPWPOc6ePYuzZ8/ivffeAwB4eHgMuapm9uzZY/L/DRER2R+DGSIiIiIaNSmlwWAmLi7OztWMjp+fH2699VbceuutAICqqip8/fXXg1fUlJaWWnyO9vZ2ZGVlISsra7AtPj5+yO1PaWlpvKqGiGgC4js/EREREY1aS0sLOjo6hrU7OTnB19f3ElRkudDQ0MH1aQCguLh48GqarKwsVFVVWeU8hYWFKCwsxDvvvAMAUKvVmDp1KtLT04c8Jk2aZJXzERHR2MRghoiIiIhGzdDVMkFBQXbbicnWYmJisGbNGqxZswYAUF5ejgMHDgw+jh49apWdmdra2rBv3z7s27dvSHt4ePiwsCYpKcni3aaIiGhsYDBDRERERKOi0WhQVlamty8kJMTO1dhPREQEIiIisHz5cgBAV1cXjh49OiSssdZVNQBQUVGBiooKfPbZZ4NtKpUKkydPRkpKCgIDAxEfH4/4+HgkJydb7bxERGQfDGaIiIiIaFQqKirQ3d09rF2pVMLf3/8SVHRpuLq6Yu7cuZg7dy6A/nV3Lr6q5tixY1a5quaCvr4+nD59GqdPnx7S7unpibS0tGFX2IzX28qIiCYCBjNEREREZDatVovCwkK9fWFhYVAqlXauaOwQQiAyMhKRkZG47bbbAPRvqX3xVTXV1dVWP3dra+vg/LpCQ0OHhTXJyclwdXW1eg1ERGQeBjNEREREZLbKykp0dnYOaxdCID4+/hJUNLa5ublh3rx5mDdvHoD+q2rKysqGBDUnT57UewWSNVRVVaGqqgo7d+4cbFMqlUhISEBycjKSkpIGH4mJifD29rZJHURENByDGSIiIiIyy0hXy7i7u9u5ovFHCIGoqChERUVhxYoVAPpvTyosLMSpU6eGPM6ePQsppdVr0Gg0yM3NRW5u7rC+kJAQJCYmDglskpKSEBER4TCLOhMRjRUMZoiIiIjILGfPnkV7e7vePl4tM3oqlWowAPnRj3402N7W1oacnJxhgU19fb3NaqmurkZ1dTWysrKGtLu5uekNbCZPngw3Nzeb1UNE5MgYzBARERGRydrb25Gfn6+3LzQ0FGq12s4VOT61Wo3MzExkZmYOtkkpUVNTg8OHD+Orr75CUVERCgsLUVxcjK6uLpvV0tnZiePHj+P48eND2i9cAXRxYJOUlITAwEAIIWxWExHReMdghoiIiIhMIqXEqVOnoNVqh/UJIZCQkHAJqpqYhBAIDg7G4sWLh2xNnpiYiMrKymFX1xQVFdnkdqgLpJQoKSlBSUkJPv/88yF9kyZNGraGTVJSEuLi4uDk5GSzmoiIxgsGM0RERERkksrKSoO3z8TGxsLT09POFdHFlEolEhMTkZiYiGXLlg22t7e34/Tp08MCm9raWpvXdP78eXz77bf49ttvh7SrVCokJCTgmmuuwerVq5Genm7zWoiIxiIGM0REREQ0Io1Gg9OnT+vtc3d3x+TJk+1cEZnDw8MDM2fOxMyZM4e0NzY2Ii8vb3AR4AuPoqIiaDQam9bU19eHM2fO4MyZM3jhhReQmZmJe++9F7fddhtDPiKaUBjMEBEREdGI6urq0NPTo7ePP0SPX76+vpgzZw7mzJkzpL2npwdFRUXDApvc3Fy0tLTYpJaDBw/i4MGDeOihh3Dbbbfh3nvvxezZs7k+DRE5PAYzNOF1dXUZ3FnCEGdnZ4P3RHd0dIz6Hm4nJyc4Ozvr7evs7NR7T78pVCoVXFxc9PZ1dXWN+jdiSqUSrq6udp23u7sbHR0d6O7uHmzr6Ogw6f+NQqEwuGNET08Pent7R1WvEMLg1rC9vb0Gf5AxhYeHh972vr6+If8PzOXu7q73g65Go7Fo0Ug3Nze926hqtVp0dnYOvu7q6jLrz9DV1RVKpXJYu5QSHR0do67XxcUFKpX+b4Xmvi/omijvESP9OV6q94i+vr5RzTvR3iP0/dvp7OxEe3u73vcIY39va2pqsGfPHqSmphrdKtvU9whzTeT3CN1/h/r+H1wwmveIyMhIREZG4rrrrht8j7iw6PCFkCY7Oxt5eXnIz89HWVmZWfMb0t7ejtdffx2vv/46kpKSsGrVKqxYsQL+/v4mHT/e3iOMfd/l54h+4/E9wtTPp/pMlM8RI7lUnyMMfS22JGy5CBjRWCSESAWQfeH1/fffj8DAQLPm+MEPfoBZs2bp7du0adOo3+AXLlyIK664Qm/fq6++irq6ulHNO2PGDCxdulRv35tvvonS0tJRzZuSkjJkO09dH374ocFL3kcSFRWFVatW6e3bvn07Dh8+PKp5AwICcP/99+vty8rKwjfffDOqed3d3fHII4/o7Tt06BA+++yzUc0LAOvXr9fbnpOTg61bt4563rVr1+r9sFZSUoK33npr1PP+7Gc/0/vvqba2Fn/9619HPe/dd9+N6OjoYe3t7e147rnnRj3vsmXLkJqaqrfvqaeeGvW8fI/ox/eIfo7yHtHT04Ndu3YZ/aFWo9GgrKwMjY2Nevv5HtHPVu8RCQkJuOWWW/SGB/Z4j+jp6UFDQwPq6+uHPBoaGkYdhlygUCiQnJyMadOmISYmRu8P7xeMt/cINzc3LF68ePB1SkrK4J/heHqPACb254jOzs4h39c+/fTTUc/LzxH9LtXniKVLl9r9Mj1eMUMOSwiRY6DL/hEoERHROOfs7IyoqCicOXPG4G9clUolYmJi4OnpifLy8lH/9pXGJ2dnZ4SEhAzZJQrov9qhubl5WGBTX19v8pVHWq0WOTk5yMnJwaRJk3D55ZcjIyODtzkRkUNgMENEREREJnFzc8OZM2cQHR0Nb29vg+P8/f2hVqtRUlJi0S0/5BgUCgV8fHzg4+MzZEv1yZMnw83NDX//+9+xY8cOk4O88+fP4+OPP0ZHRwfmz59vq7KJiOzG8DWAROOclDJV3wPATZe6NiIiovGqr68PhYWFqKioMLrOgaurKxITExEaGsqrGkgvlUqFm2++GZ988gnKysqwYcMGxMTEmHz8xdtvExGNV1xjhiaci9eY2bt3Ly677DKz5uCCXP0u1YJcbW1tyMvLG2xLTEw0OF7XRFvY05hLvWhfV1eXWX+GE3lhT11j7T1ipD9HLv7bb6y+R3R0dODVV18d0rZmzRr4+PiY/B7R3NyM06dPj/i+4eHhgZSUFAQEBDjMwp5j5T1C99+hUqnElClT9P49Hi+fI7RaLb7++mts3rwZ//3vf43++/D29kZlZaVJ814wFt8jurq6UFJSMvhad40Zfo7oNx7eIy5eYyY6Otqkz6f6TJTPESO5hIv/co0ZIntzdXU1+E1rNIztRmEJQx8ELDXabxiXal4XFxdotdohb/7u7u4W//9xdnY2+I3KEk5OTga/sVpCpVIZ/GHBEkql0qr/Hi5QKBRD5lUoFFb5MxRC2KRewPCHWUs50nuEJX+OtnyPsMVuChPlPcLNzc3o3/2L3yM8PDzg7++PkydP4ty5cwaPa29vx+HDh5GYmIi4uLhhP9Bd/B5hLRPhPeLif4eGjJfPEQqFAosXL8bixYvR0NCAG2+8Efv379c7dsWKFWb/OYzF9whjCxmPtfeIkdjrc4S12PI9whqfTw3Nawvj5T3C1vNeih2ZAN7KREREREQWcHZ2xvTp05GWlmb0B0wpJXJzc7F//36LfkNNE8eJEydw4MABvX1hYWF4+umn7VwREZFtMJghIiIiIosIIRAdHY3LL78ckyZNMjq2qakJ+/bts+i2BHJ87e3tuPPOO/XesiGEwLvvvgs/P79LUBkRkfUxmCEiIiIiq1Cr1Zg7dy4SExONLvjb3d2Nw4cPj3p9AHJ8//73v1FVVaW37/HHH8cVV1xh34KIiGyIwQwRERERWY1CoUBCQgLmz58PtVptcFxzczNOnTo16kUsybHV1tbqbZ87dy7Wr19v52qIiGyLwQwRERERWZ23tzcWLFiA2NhYg2MqKiqG7EZDdIG3t7fe9ptuuskmi9YSEV1KDGaIiIiIyCaUSiVSUlIwc+ZMg2NOnz6N+vp6O1ZF44Gvr6/e9sbGRjtXQkRkewxmiIiIiMimgoKCkJycrLdPSomjR4+ir6/PzlXRWObj46O3/dChQ2htbbVzNUREtsVghoiIiIhsLjY2FqGhoXr7enp6UFFRYeeKaCwzdMXM119/jbS0NOzYscPOFRER2Q6DGSIiIiKyOSEEpk6dCi8vL739TU1Ndq6IxrLw8HCDO3uVlZVh6dKluP322w0uEkxENJ4wmJkAhBDbhBBS55Fl5vFCCHGLEGKrEKJICNEphKgTQhwWQqwXQkTaqHQiIiJyIEqlEhkZGXr72tra7FwNjWW+vr5YsmSJ0THvv/8+kpOT8fbbb3N3LyIa1xjMODghxK0AbrHg+FAAXwLYBuBWALEAXAH4A5gO4EkAOUKIVZbWSkRERI5PrVZDqVQOa29ra+MP1zTEP/7xD8yaNcvomMbGRtx999245ppreDscEY1bDGYcmBBiEoBXLDjeC8BOAFfqNB8C8Ab6g5rzA21qAG8IIe4a7bmIiIhoYhBCQK1WD2vXaDTo6uq6BBXRWOXv7499+/bhT3/6E9zd3Y2O/eKLL7Bo0SLu8EVE4xKDGcf2HIBgAL0Ato7i+FcApA08bwRwpZQyU0q5Wkp5K4AIAP/QGb9FCBFvScFERETk+Dw8PPS2t7e327kSGutUKhUefvhhZGdn4+qrrzY6trCwENu2bbNTZURE1sNgxkEJIa4EsGbg5UYAOWYenwbgDp2m26WUX+uOkVK2AbgTwP6BJmcAvx9VwURERDRhGApmenp67FwJjRcxMTF4+umnDW6jfUFNTY2dKiIish4GMw5ICOEG4LWBl4UANoximp/h+78fX0gpd+obJKXUAnhUp2m5ECJgFOcjIiKiCUKh0P8RVKvV2rkSGg+6u7vx+OOPY/bs2UZ371IoFPjBD35gx8qIiKyDwYxjegpA3MDzn0kpzbphW/TvTXijTtMbxsZLKfcBKBh4qQRwgznnIyIioonF0DbIXPyXLnbixAnMmDEDf/zjH6HRaAyOc3Jywt///nfMmDHDjtUREVkHgxkHI4SYDuDhgZfvSim/HMU0CQDCdV5nmXCM7pgrDQ0iIiIi4hUzZIqioiIsXrwY2dnZRsdNnz4dR48exapVq+xTGBGRlTGYcSBCCBWA/x/9V6004vuAxlzJOs/PSSmrTTjmqIHjiYiIiIYwdMVMb2+vnSuhsezPf/4zGhoaDPY7OTnhD3/4Aw4cOIC0tDSD44iIxjrVpS6ArGotgMsGnj8ipawb5TyJOs9LTTymTOd50ijPS0RERBOAs7Oz3vbS0lLExsYavKKGJpaqqiqDffHx8di6dSumTp1qx4qIiGyDwYyDEEIkAFg/8PIbjLAuzAj8dJ6burT9OZ3n7kIIFylltwU1mEQIEQjA3MWG40YeQkRERLbi5+cHIcSwNWU6OztRUVGByMjIS1QZjSXLli3Df/7zH719586d45pEROQw+OsIBzCwWO8WAK4AegD8VFr2nUqt87zTxGMuHqfWO8r67geQbebjv3aqjYiIiPRwdXVFWFiY3r7CwkK0tbXxh27CbbfdhquuukpvX1tbG6677jq89dZbOHz4MNrb2+1cHRGR9fCKGcfwYwALB54/I6XMtXA+V53nPSYec/HVMW4W1kBEREQOLD4+HhUVFcPaOzo6kJWVBWdnZ/j4+MDHxwe+vr7w9vaGUqm8BJXSpaJSqbB161YsWLAAJ0+eHNZfXV09uOCvEALR0dFISUlBamrq4H+Tk5Ph4eFh58qJiMzDYMZGhBA/BfCQlaf9tZTy3xedJxTAxoGX+QCescJ5dLfX1n8T+HAuF7029UobIiIimoDUajVCQ0MNriPS09ODmpoa1NT031WtUCjg7e09GNT4+PjAxeXijx/kaLy8vLB9+3bMnj0blZWVBsdJKVFcXIzi4mJs3759SF90dPSQsCY1NRVJSUlQq+11gTcRkXEMZmzHH0MX0bUGbz1tf9Fp/4mV1nVp03lu6pUvF49r0zvK+l4F8KGZx8SBtzMRERFdcgkJCUYXeNWl1WrR1NSEpqYmnD17FgDg4eEx5KoatVptcMcnGr/Cw8Px2WefYf78+WhpaTH7+JKSEpSUlOgNbHTDmpSUFCQnJzOwISK7YzAzjgkhbgJw88DLN6WUWVaaWndfwiATjwnWed5hj4V/AUBKWQug1pxj+IGNiIhobPD09ER4eLjeW5pM0d7ejvb29sHjnZychlxRM2nSJN7+5CDS09Oxbds2XHvttejr67PKnBcCmx07dgxpj4qKGhLWXLglioENEdkKgxkbkVJuALDBxqfJ0Hk+SwjxrZGx4TrPp1009n4p5VGd13k6z6NMrEV3+wRL17ghIiKiCSItLQ29vb2DtyxZore3F7W1tait7f+djRAC3t7e8PX1RWhoKLy9vfkLmnFs8eLF2LZtG1avXo36+nqbnae0tBSlpaUGA5tp06ZhxYoVSE1NtVkNRDSxMJhxHClmjPUEkKnz2uui/jM6z4OFEMFSynMwbpqB44mIiIgMUqlUmDlzJtrb29HY2IjGxkY0NTWhrc3yu6KllDh//jzOnz+Ps2fPwtPTE5GRkQgLC4Ozs6nL6NFYcsMNN6CqqgpHjx7F6dOnkZOTg5ycHJw+fRplZWU2PbduYLNhwwbMmjULa9aswW233QZvb30rDhARmYbBDOlTAKAC319lcwWAD0Y4ZqHO8102qImIiIgcmIeHBzw8PBAREQGgf/HfpqamwaDm/Pnz0Gq1Fp2jtbUVOTk5OHPmDIKDgxEREQF/f39eRTPOODk5ITMzE5mZmUPaW1tbcebMmSFhTU5Ojs0Cm0OHDuHQoUN46KGH8KMf/QirV6/G5Zdfzr9PRGQ2BjPjmJTySQBPmjJWCPEkgPUDL7+RUl5hZF4phPgYwP0DTatgJJgRQswBMHngpRbAJ6bURERERGSIs7MzgoKCEBTUv9ydVqtFc3PzkLCmu3t0S9pptVpUVVWhqqoKbm5uiIiIQEREBNzcTN3zgMYiT09PzJo1C7NmzRrSrhvY6F5lY63AprOzE2+//TbefvttxMXFYfXq1bj77rsRFhZmlfmJyPExmCFD/gbgpwAUAK4RQlwlpfzi4kFCCAW+364bAP4lpayzU41EREQ0QSgUisEdmGJjYyGlREdHx5CgprW11ex5Ozs7kZ+fj/z8fAQEBCAiIgJBQUFcNNiB2DOwKSoqwuOPP47f/e53uPbaa7F69WrccMMNvHWOiIxiMEN6SSlPCSHeA3DnQNP7Qohlujs/CSE80B/gzB9o6gHwO7sWSkRERBOSEGLw9qfw8P67r3t7e4cENU1NTWbd/lRXV4e6ujo4OTkhPDwcCQkJ/IHagY0U2Fy8hk1paanJc2u1WuzYsQM7duyAv78/Vq5ciQcffBCxsbHW/jKIyAEwmCFjHkD/or6pAPwAfD2wm9NpAN4ArgTgozP+Pillod2rJCIiIkL/2iOBgYEIDAwE0P/DcX19PcrLy3Hu3DlIKU2ap7e3F8XFxaiursacOXPg4eFhy7JpjDEW2Hz55Zd4/fXXsWPHDpNDv/r6erzwwgt45ZVXsHr1avz2t78dXEuJiAjov02FSC8pZQuAqzF0Md/ZAFYDuBXfhzJtAFZLKd+yb4VEREREhikUCgQGBmL69OlYsmQJUlJSoFarTT6+q6sLxcXFNqyQxhNPT0/ccsst+OSTT1BeXo5nnnkGCQkJJh/f19eH1157DfHx8XjooYesskU8ETkGBjNklJSyCsAS9Acx2wCUAOgG0ADgGIDfA0iVUr5xqWokIiIiGomLiwtiY2OxcOFCzJs3DxERESatI9PR0WGH6mi8CQ0Nxbp165CXl4fdu3dj1apVcHd3N+nYnp4evPjii4iNjcW6devQ2Nho42qJaKxjMDNBSCmflFKKgccVZh4rpZTbpJS3SiljpJSuUkp/KeU0KeV6KaVt9iAkIiIisjIhBHx8fBAYGAiVauS7+n19fe1QFY1XQggsWLAAb7zxBqqrq7FlyxbMmTPHpGM7Ojrw7LPPIiUlBa+99hra2tpsXC0RjVUMZoiIiIhowuju7saRI0dw5MiREbfbDgoK4mKtZDIvLy/ce++92L9/P3JycrB27drB9Y6MaWlpwWuvvYabbroJmzdvxpdffomqqiqT10QiovGPwQwRERERTQitra3Ys2cPqqurjY5TKpVIS0vDjBkzoFDw4zKZLyUlBZs2bUJZWRlefvllBAcHj3hMc3MztmzZghtvvBFhYWHw8/PD5Zdfjvvvvx+vvvoqdu/ejYaGBjtUT0T2xl2ZiIiIiMjhNTc34+DBg+jp6TE6zt/fH1OmTDF5vRAiY1xcXPDAAw9g9erV+Mtf/oJnn33W5HClqakJe/bswZ49e4a0h4SEIDU1FWlpaYOPlJQUeHp62uJLICI7YDBDRERERA6tqakJhw4dQm9vr8ExKpUKqampCA8PhxDCjtXRRODu7o5HHnkEP/nJT/Diiy/iueeeQ0tLy6jmqq6uRnV1Nb788ssh7dHR0UPCmrS0NCQmJsLV1dUaXwIR2RCDGSIiIiJyWI2NjTh06BD6+voMjgkKCkJ6ejp/gCWb8/Lywu9+9zv8/Oc/x3PPPYcXX3zRajt/lZSUoKSkBJ9++ulgm1KpREJCAtLS0oZcZRMfH2/S4tdEZB/810hEREREDqm+vh7fffcdNBqN3n6lUokpU6YgNDSUV8mQXfn6+uKPf/wjHnroIWzYsAGbN28e8Ta70dBoNMjNzUVubi62bt062O7s7Izk5OTBwCYpKQlJSUmIi4uDs7Oz1esgIuMYzBARERGRQ5FSory8HNnZ2dBqtXrHqFQqZGZmwsfHx87VEX0vMDAQzz77LH74wx/i6NGjKCoqQn19Pc6cOYPc3Fyjt99ZoqenBydOnMCJEyeGtCuVSsTGxiIxMRFJSUmD/01KSoK/v79NaiEiBjNERERE5ED6+vqQnZ2NiooKg2OcnJwwe/ZseHt727EyIsM8PT2xcOFCLFy4ECkpKXBzc0Nvby8KCgqQnZ2NnJwcZGdnIzs7G4WFhQYDR0tpNBoUFBSgoKBgyC1RQP9VPrphzYX/xsbGwsnJySb1EE0UDGaIiIiIyCG0trbiyJEjaGtrMzjGxcUFmZmZ8PLysmNlROZzcnJCSkoKUlJShrR3dnYiNzd3MKi58CgrK7NpPY2Njdi/fz/2798/pF2lUiEuLk5vaOPr62vTmogcBYMZIiIiIhr3KioqcOrUKYPryQCAq6srZs+eDbVabcfKiKzLzc0NGRkZyMjIGNLe0tKC06dPDwtsampqbFpPX18f8vLykJeXN6zP399/2C1RiYmJiImJ4eLDRDr4r4EclhAix0CXi10LISIiIpvRaDTIzs5GeXm50XEeHh6YNWsWPDw87FQZkX15eXlh9uzZmD179pD2urq6IbdCXXg0NzfbvKb6+nrs3bsXe/fuHdLu5OSE+Pj4waAmLS0NGRkZSExMhFKptHldRGMNgxkiIiIiGpc6Ozvx3XffoaWlxei4kJAQTJkyhetg0IQUEBCAK664AldcccVgm5QSVVVVyM7ORm5uLvLy8gZ3b6qurrZ5Tb29vThz5gzOnDkzpN3NzQ1TpkwZvCIoIyODW9nThMBghhyWlDJVX7sQIhVAtp3LISIiIis6f/48vvvuO3R3dxsco1AokJKSgqioKG6HTaRDCIGwsDCEhYXhmmuuGdLX0tIyeGuSbmiTn59vky29dXV2duLgwYM4ePDgYJtSqURycvKQsOayyy7DpEmTbFoLkT0xmCEiIiKicaWqqgrHjx83ujONu7s7pk2bxh/eiMzk5eWFmTNnYubMmUPaNRoNSktL5LUbzAAAIABJREFUh4Q1F/5ry3VsLtyumJ2djXfeeWewPSYmZkhYM23aNISEhNisDiJbYjBDREREROOClBIFBQXIz883Oi4oKAiXXXYZb10isiKlUonY2FjExsbiuuuuG9J3/vz5YWFNXl4eCgoK0Nvba5N6iouLUVxcjG3btg22BQUFDQlrMjIyEBsbC4VCYZMaiKyFwQwRERERjXk9PT3Izs5GVVWVwTFCCCQnJyMmJoa3LhHZ0aRJk5CZmYnMzMwh7X19fSguLtYb2tTV1Vm9jpqaGnz++ef4/PPPB9s8PT1x2WWXISMjA4sWLcKNN97IoIbGHAYzRERERDTmaDQaNDY2or6+HvX19SPuIKNSqTB9+nQEBATYqUIiGolKpUJCQgISEhJw/fXXD+lrbGxEXl4eTp06hWPHjuHYsWM4efIkOjs7rVpDa2sr9uzZgz179uCll17C9OnTsWfPHri5uVn1PESWYDBDRERERJeclBLNzc2or69HXV0dmpqajK4ho8vd3R2zZs2CWq22cZVEZC2+vr6YM2cO5syZM9im0WiQl5c3GNRceDQ1NVntvEeOHMGmTZvwxBNPWG1OIksxmCEiIiIiu5NSor29ffCKmIaGhlGtReHr64sZM2bA2dnZBlUSkT0plUqkpKQgJSUFd9xxB4D+94qysrJhYU1FRcWoz/P+++8zmKExhcEMEREREdlFd3f3YBBTV1eHrq4ui+aLiIhAeno614sgcmBCCERFRSEqKgo333zzYHt9ff2wsCY/Px9SyhHnzM3NRWVlJcLCwmxZOpHJGMwQERERkU1IKVFfX4/a2lrU19ejtbXVKvMqFAokJSVxkV+iCczf3x9XXXUVrrrqqsG2trY2nDx5ckhYk52djZ6enmHHf/XVV7jrrrvsWTKRQQxmiIiIiMiqNBoNysvLcfbsWXR0dFhlTqVSCT8/P/j7+yM0NBSurq5WmZeIHIdarcbcuXMxd+7cwba//e1v+NnPfjZs7JdffslghsYMBjNEREREZBVdXV0oKSlBaWnpqNaL0SWEgI+PD/z8/BAQEIBJkybxliUiMllbWxteffVVPPfcc3r7d+3aZeeKiAxjMENEREREFmlpaUFxcTEqKytN3klJH09PT/j7+8Pf3x9+fn5QqfhRlYjM09raildeeQV/+tOf0NDQYHBcdXU1pJS8HZLGBH63IyIiIiKzXVg/5uzZs6irqxvVHK6uroNBjL+/P29PIqJRa25uxssvv4znn38ejY2NI45PT0+3Q1VEpmEwQ0REREQm02q1qKysxNmzZ81ezFelUg3emuTv7w8PDw/+tpqILNLc3IwXX3wRzz//PM6fP2/SMT4+PnjllVf4/kNjBoMZIiIiIjJJb28vDh06hKamJpOPEUIgNDQUUVFRXCeGiKyquLgY11xzDQoKCkwa7+Ligh//+MdYt24dt8qmMYXBDBERERGZpLi42ORQRqVSISoqCtHR0XBzc7NxZUQ0Ef3mN78xKZRxdXXFfffdh0cffZSBDI1JDGaIiIiIyCTNzc0jjnFzc0NMTAwiIyO5eC8R2dT+/ftHHHP99dfjtddeQ0hIiB0qIhodXktKRERERCbx9PQ02Ofq6opp06Zh0aJFiI2NZShDRDaXkZEx4pgdO3Zg/fr1OHfunB0qIhodBjNEREREZJKYmBg4Ozvr7evp6YFareYaMkRkNxs3bkRoaKjRMVqtFlu2bEFCQgKefvppdHR02Kk6ItPxOycRERERmcTFxQVTpkzR26fVarF3714cPHgQhYWFaG5uhpTSzhUS0UQyefJkHD58GKtXrx5xh6W2tjb89re/RWZmJqqqquxUIZFpGMwQERERkcmCg4MRGRmpt0+r1aKurg65ubnYs2cP/ve//+HIkSMoLS1Fe3s7gxoisrqQkBD8/e9/x7Fjx7B48eIRx2dnZ2P9+vV2qIzIdLz5l4iIiIjMkpKSgoaGBrS3txsd19vbi+rqalRXVwPoXxjY399/8OHi4mKPcoloApg6dSq++OIL7NixA2vXrkVubq7BsQcPHrRjZUQjYzBDRERERGZRqVTIyMjAvn37zLoKprOzE+Xl5SgvLwfQv5hwQEAA/Pz84OfnxwWDicgiQggsXboUV199NWbMmIGTJ0/qHZeYmGjnyoiM43c/clhCiBwDXfz1HBERkYUmTZqE9PR0gz/4mKK1tRWtra04e/YshBDw8fEZvJrGx8dnxDUjiIj02bRpk8H3Jnd3dzz11FN2rojIOAYzRERERDQqkZGR8PHxQWVlJerr63H+/PlRzyWlRGNjIxobG5Gfnw8XFxcEBwcjJCQEvr6+3O2JiEyybds2PP744wb73333XaSkpNixIqKRMZghhyWlTNXXLoRIBZBt53KIiIgckqenJ5KSkgD0rynT0NCAuro6NDQ0oK2tbdTzdnd3o7S0FKWlpXB2dkZQUBBCQkLg7+/PkIaI9Dp58iTuvPNOg/3PPPMMbrnlFjtWRGQaBjNEREREZBVOTk4IDg5GcHAwgP41Zerr6wcf3d3do5q3p6dncG0aJyenISGNUqm05pdARONUfX09brrpJnR0dOjtv/vuu/HYY4/ZuSoi0zCYISIiIiKbcHNzQ0REBCIiIiClRFtb22BI09DQgL6+PrPn7O3tRUVFBSoqKqBUKgdDmsDAQIY0RBNUb28vli9fjpKSEr39CxYswObNm7luFY1ZDGaIiIiIyOaEEPD09ISnpydiYmKg1WrR3Nw8GNQ0NTVBq9WaNadGo0FVVRWqqqqgVCoREBCAkJAQBAcHM6QhmkDWrl2Lr7/+Wm9fdHQ0PvroI7i4cP8PGrsYzPw/9u48Pq7qvv//+2jfrF2yJGR5kxchm81AMBjbGAxdfmxfwKQhZPsBSSAhKRS+WRrSpEBJSprlUWhoa9YkZWmgMYSUQGJbsUlCbAdsvMmyjWRj7bu1S3O+f8xoPJJnpJE0i2b0ej4e8/Cde8899zMeX0vznnvPAQAAQMjFxMQoKytLWVlZWrRokYaGhtTc3KyGhgbV1tZO+LanoaEh1dXVqa6uTikpKVqxYoUyMjKCVD2A6eLpp5/Wj370I6/bUlJS9Itf/EJ5eXkhrgqYGIIZAAAAhF1sbKzy8/OVn5+v8vJytba2qq6uTrW1terp6ZlQX93d3dq9e7dWrVrFrQtAFOvu7tZ9993nc/uzzz6rs846K4QVAZNDMAMAAIBpxRij7OxsZWdnq6ysTO3t7aqtrVVtba3PgT1Ha29v19DQkOLi+HUXiFYHDhxQU1OT123r16/XDTfcEOKKgMlhrkEAAABMW8YYZWZmqqysTJdddplWr16tRYsWKS0tbcz94uLiCGWAKFdUVKT4+Hiv295880398Ic/DHFFwOQQzAAAACAiGGOUnp6uJUuWaO3atVqzZo3S09O9th2eshtA9CooKNA999zjc/uXv/xlPfvssyGsCJgcghkAAABEpJSUFJ+3NhUXF4e4GgDh8NBDD2nDhg0+t3/mM5/Rz3/+8xBWBEwcwQwAAAAiUn19vQYHB09bb4xRUlJSGCoCEGqxsbF67rnndOWVV3rdPjQ0pA0bNujf/u3fQlwZ4D+CGQAAAESkjo4Or+uttaqoqFBVVZUcDkeIqwIQagkJCXr55Ze1cuVKr9sdDofuvPNOff3rX5e1NsTVAeMjmAEAAEBESk5O9rnN4XDowIED2rZtm9ra2kJYFYBwSE1N1S9/+UstX77cZ5uHH35Yn/70pzUwMBDCyoDxEcwAAAAgIhUVFSkjI2PMNh0dHdq2bZv27dunoaGhEFUGIByysrL0xhtvqLS01GebZ555RldffbU6OztDWBkwNoIZAAAARKT4+HhddNFFKikpGbftkSNHVFFRod7e3hBUBiBcCgsLtW3bNq1YscJnmzfeeEOXXXaZz9shgVAjmAEAAEDEio+P11lnnaWLLrpIKSkpY7bt6urSn/70J8aYAKLc7NmztWXLFv3FX/yFzzY7d+7U3XffHcKqAN8IZgAAABDxcnNztWbNGi1cuFDGGJ/t2tvb9eGHH4awMgDhkJaWpk2bNulTn/qUzzbPPvusdu/eHbqiAB8IZgAAABAVYmNjVVZWplWrVik9Pd1nu4MHDzLeDDADxMfH68knn9Tf//3fe91urdXXv/71EFcFnI5gBgAAAFElIyNDq1at0tKlS71u7+npUXV1dYirAhAOxhj94z/+o7773e963f7aa69p27ZtIa4KGIlgBgAAAFEnJiZGpaWlKioq8rr90KFD6u/vD3FVAMLlnnvu0Zlnnul121e+8hXGnkJYEcwAAAAgai1ZssTrmDMDAwNcNQPMAENDQ9q8ebPuuusu1dbWem2zfft2VVRUhLgy4BSCGQAAAESt1NRUn9NpNzc3h7gaAKHgcDi0fft23X333SouLta6dev0xBNPqLW11ec+mzdvDmGFwEhx4S4AAAAACBZrrdra2rxuS05ODnE1AILFWqudO3fq+eef14svvqhjx45NaH9ftz0CoUAwg6hljNnrY1NiSAsBAABhU1dXp/b2dq/bzjjjjBBXAyCQrLXas2ePnn/+eb3wwgs6cuTIpPpZunSpPv7xjwe4OsB/BDMAAACISr29vTp48KDXbTk5OcrNzQ1xRQACweFw6JVXXtEjjzyiHTt2TLqfBQsW6NZbb9W9996rlJSUAFYITAzBDKKWtbbc23pjTLmk90NcDgAACJHBwUEdPnxYR44c0dDQkNc2vqbSBjB9DQwM6Gc/+5keeeQRHThwYFJ9zJkzRxs2bNBHP/pRrVixwuvg4ECoEcwAAAAgKjgcDtXU1KiysnLMqbDz8/OVlZUVwsoATEVPT482btyof/7nf1ZNTc2E9y8oKNBNN92km2++WStXrlRMDHPgYHohmAEAAEBEs9aqtrZWBw4cUHd397jtlyxZEoKqAExVe3u7Hn/8cf3gBz9QQ0PDhPbNycnRjTfeqJtvvlmrV69WbGxskKoEpo5gBgAAABGrublZ+/fv9znz0mjz5s1TRkZGkKsCMBUNDQ36wQ9+oMcee0wdHR1+75eRkaHrr79eH/3oR7Vu3TrFx8cHsUogcAhmAAAAEHEcDod2796t48eP+9U+ISFBS5YsUUlJSZArAzBRnZ2devvtt1VRUaGtW7fqnXfe0cDAgN/7/+Vf/qU+97nP6aqrrlJiIhOwIvIQzAAAACDiHDp0yO9QJjU1Veecc44yMzMZ6BOYBlpaWvS73/1OFRUVqqio0K5du+RwOCbUhzFGN910k77yla/o3HPPDVKlQGgQzAAAACDi1NXV+d22q6tL27dvV2xsrDIyMpSZmamsrCxlZmYqKSmJsAYIsrq6OncIU1FRoT179ky6r7i4OH3iE5/Q/fffz3hRiBoEMwAAAIg4iYmJ6uzsnNA+Q0NDamlpUUtLy4h+MjMzRzwYlwKYmurq6hFBTGVl5ZT7TE5O1h133KF7771Xc+bMCUCVwPRBMAMAAICIU1paqqampin309fXp/r6etXX17vXpaWljQhq0tPTmV4X8MFaq0OHDrnHh6moqJjUlNa+ZGRk6Itf/KLuvvtu5eXlBaxfYDohmAEAAEDEyc3N1SWXXKKjR4+qpaVFvb29Aev75MmTOnnypHsMm+GBg+fOnRuwYwCRrLa2Vm+99Zb7ceLEiYD2n5iYqI985CO65pprdPvttys9PT2g/QPTDcEMAAAAIlJWVpaysrIkSb29vWpraxvxGBwcDMhx+vv7tWfPHqWmpio3NzcgfQKRpLOzUxUVFXrrrbf05ptvau/evQHtPzU1VRdffLHWrFmj1atX64ILLlBSUlJAjwFMZwQzAAAAiHhJSUkqKChQQUGBJOftFV1dXWpra1Nra6va2trU0dEha+2kj3HkyBGCGcwIg4OD+tOf/qQ333xTb731ln7/+98HLOiUpMzMTF166aVavXq1Vq9erXPPPZexnTCjEcwAAAAg6hhjlJaWprS0NBUXF0tyDv7b0dEx4qqarq4uv/tsamrS4OCg4uL4FRrRxVqryspKdxCzefNmdXR0BKz//Px8dwizevVqLVu2TLGxsQHrH4h0/FSJUsaY1ZJukrRaUqGkdEmNkmol7ZC0WdJb1tpWP/oykq6TdIukcyUVSTopqVrSq5KestYGboQvAACAIIiNjR1x+5PkvE2pvb3dfVVNW1ub+vv7ve7vcDjU2NiowsLCUJUMBE19fb1+85vfuMOY4TGVAqG4uNh9W9KaNWu0ePFipqUHxkAwE2WMMQskPS7pKi+bi12PCyR9XtJ9kh4dp78iSc9JWjdqU5KkXEkrJP2dMeaL1tqnp1Q8AABAiCUkJCgvL88924u1Vj09PTp8+LCqq6tPa19fX08wg4jU1dWl3/3ud+4gZvfu3QHru6SkRJdffrnWrl2r1atXa+7cuQQxwAQQzEQRY8zZkn4jKcdj9T5JeyW1SJolaYmks+XHe2+MSZf0hqRlHqvfcfWXIWdYkykpTdJTxhiHtfbZqb8SAACA8DDGKCUlRSUlJT6DGYfDwfTZmPaGhoa0Y8cO98xJb7/9ts+rwSYqMzNT69at0xVXXKH169dr4cKFBDHAFBDMRAljzDyNDGV+I+nL1tr3vbTNlnStpPHmtftXnQplWiTdaK3d7NFPmqQnJH3Mteo/jDFvW2urJvkyAAAAwq6rq0vvvvuu120DAwPq6elRampqiKsCxmatVVVVlXvmpM2bN6utrS0gfcfHx+uSSy5xBzErVqxgjBgggAhmose/61Qo84KkW6y1Q94aWmtbJD01VmfGmGVyjikz7GOeoYyrn5PGmFslzZN0saQESd/WqaAGAAAgotTV1endd98dcwYaPpBiumhsbNRvf/tb9+1J3q7ymqyzzjrLHcRceumlhJFAEBHMRAFjzLWS1rue1ki63VcoMwGflzR8je6b1to3vDWy1jqMMfdL2uZatcEY8yVrbeMUjw8AABAy1lodPHhQVVVjX/hbVFSkpKSkEFUFjNTT06Nt27a5g5g///nPAeu7uLhY69ev1xVXXKHLL79cs2fPDljfAMZGMBMdPu+x/H1rbedUOnPNwnSNx6oxr66x1m43xhyStEhSrKSrJT05lRoAAABCZXgsjsbGsb9XOuOMM3TWWWeFqCrMZF1dXaqsrNT+/fu1f/9+HThwQPv371dlZaUGBgYCcoz09HRddtll7qtimDkJCB+CmQhnjMnXqatlJOlnAeh2kZyzNw3b4sc+W1z7Sc5BgQlmAABARNizZ8+YoYwxRuXl5cw0g4BrbGzUe++9p82bN+vo0aOqrq7W8ePHVVNTE/BjxcXFaeXKle4g5oILLlBcHB8HgemAMzHyrdSpW44OWmsbjDEZkm6TtEFSqaRkSY1yzqj0c0kvWmsdY/RZ5rFcZ62t9aOOXT72BwAAmLY6Ojp0/Phxn9sTExN1/vnnKysrK4RVIZo4HA5VV1e7r3rxvAKmubk5qMcuLy933560Zs0apaWlBfV4ACaHYCbyXeCxvNcYs1LS85JKRrUrcT1ulPR/jTH/x1p71EefSzyW/R1BzDPWX+rnPlPmumIob4K7LQxGLQAAIPIcOnTI57acnBydd955SkxMDGFFiFR9fX2qrKw8LYA5ePCgenp6QlJDYWGhO4i54oorVFhYGJLjApgagpnIN8djOUPS65IyXc93Sdot57gvF+hUYHKOpN8bY8631nr7iijHY7nezzrqPJZTjDGJ1to+P/edijslfTMExwEAAFGms7NTtbXeLwyeP3++ysrKFBMT43U7Zq62trYRV70MLx85ckQOx1gXpQdeWlqa1q5d6749qaysjNvtgAhEMBP5Mj2WL3f92SRpw+jprY0xGyQ9LeetTbMl/UTSWi99el7j6G+8P7pdmqRQBDMAAAAT0tfXp+bmZh096v3i4bS0NJ155pl8wIVqa2u1c+dO92PXrl368MMPw1ZPdna2li1bprVr12r9+vX6yEc+ovj4+LDVAyAwCGYiX+qo50OSrrbW/mF0Q2vti65fMF5wrVpjjFlrrd0yqqnnHJD9ftYxOoRJ9nM/AACAoOrv71dLS4uamprU3Nyszs6xJ7AsLS0llJmBRocwO3fu1IkTJ8JSy9y5c7V06VKVlZWprKzMvZyXN9E7+AFEAoKZIDHGfE7SlwPc7Vetta+MWtc76vnL3kKZYa5w5j5J57tWfVSnz7rk2WeCn7WNvvk6NDfSSo9LemmC+yyU9Isg1AIAAKaBwcHBEUFMe3u73/umpKSoqKgoiNVhOhgdwuzYscPnbW3BEh8fr8WLF2vRokXKycnR/PnzNW/ePF111VXKzc0NaS0AwotgJnhyNXIQ3UDI8LLu5Kjno4Mbb17RqWDm4nH69PfKl9HtRtcVFNbaBkkNE9mHb8AAAIguQ0NDam1tdQcxbW1tstZOqq/S0lLGlYkyniHMjh07tHPnzpCGMOnp6add+VJWVqb58+crLi5OPT092rdvn7t9auroC+IBRDuCmcg3eo69fV5b+W5zxjh9zvazjgKP5e4QDfwLAABmIIfDoba2NncQ09raGpBBVzMzM1VcXByAChEuwyHMcAATyhCmqKjIawBTUFDAF4MAxkQwEyTW2gclPRiCQx0Y9dyfK1U828zysv2gx/JcP+vwnJ57dE0AAABTMjg4qPr6ep04cUJNTU0aGhoKWN8JCQkqKirSokWLuFomgpw4ceK0MWFCEcIsXLhQy5YtGxHALF26VOnp6UE/NoDoRDAT+d4f9dxb0DKaZxtvN13v91guMMYUWGvrvLTzdJ6P/QEAACZlaGhI9fX1qq2tVX19fcCmIo6Li1NOTo5ycnKUm5urWbNmcUXDNBeuEKa0tFQrVqxwP8477zxlZmaOvyMATADBTOT7g6QunZqd6UxJ746zz5key8e8bD8k6bik4Wt510p6fpw+13gs/3actgAAAF4NDQ2psbFRJ06cUH19fUCujImNjVV2drZyc3OVk5OjjIwMgphpbHQIs2PHDtXVjfcd4dR5hjDnn3++zj33XEIYACFBMBPhrLU9xpj/lXSDa9X1kn42zm7Xeyxv9dKnNcZsknSna9WnNEYwY4xZKWmx66lD0qvjVw4AAODkcDhGhDGDg4NT6i8mJkZZWVnuICYzM5NblKYpzxBmeFyYUIUw559/vjuIIYQBEE4EM9HhhzoVzPwfY8xFvqbMNsZskLTCY9UzPvr8saTPSYqRdJUxZr219k0v/cVI+q7HqhettY0TfQEAAGBmcTgcam5u1okTJ1RXV6eBgYFJ92WMUWZmpjuIycrKUmxsbACrRSAMhzCeA/OGIoRZtGjRiNuRCGEATDcEM1HAWvs7Y8wvJF0rZ5CyyRizwVq7xbOdMeYmSU97rHrBWuv1tidr7R5jzE8l3epa9V/GmBs9+zTGpMoZ4KxyreqX9I2pvyIAABCtrLX64IMPdOjQIfX390+6n/T0dOXl5SknJ0fZ2dmKi+PX2unEWqvKykr99re/1ebNm7Vt27aQjAkzOoQ577zzlJGREfTjAsBU8BMsenxG0nZJSyXlSdpsjNkpabekWEkXSCrzaL9P0h3j9PkFOQf1LZeU4+rzD659MyStk5Tl0f4Oa23V1F8KAACIVkeOHNH+/ZObJ2DWrFkqKipSUVGRUlNTx98BIWOt1dGjR91BzObNm4MexAyHMMO3JJ177rmEMAAiEsFMlLDWthhjLpfzipj1rtUrNPK2pWGvS/q4tbZjnD47jDFXSnpOzhBGki5yPTydlHS3tdbXbVEAAACSpOrq6gm1T0tLU1FRkQoLCzVrlj+TTyJUjh07ps2bN7vDmJqamqAda/HixafdjkQIAyBaEMxEEWvtCUlXGmP+P0m3yHmVTKEkK6lW0u8k/cRa6/esSdbaE8aYK+QcMPgWOa+gKZQzjKmRc6Dfjdba4P0kBgAAUcOfQXhTUlLcV8YwlfX0UVdXNyKIOXz4cFCOQwgDYKYhmIlC1trXJL0WwP6spJddDwAAgEkrKSnRvn37fG43xmjp0qUqKioKYVXwpqmpSVu2bHEHMQcOHAj4MTxDmOEpqtPT0wN+HACYzghmAAAAEDLz589XV1eXz1uarLXatWuXTp48qcWLF4e4OkjSyy+/rIceeki7du0KaL+lpaW64IILRowJQwgDAAQzAAAACCFjjJYtW6a0tDTt3bvXZ7vKykqlpKSouLg4hNXh9ddf1w033BCQvubPn6/LLrtM69at09q1a3XGGWcEpF8AiDYEMwAAAAgpY4zmz5+v1NRU7dq1S4ODg17b1dTUEMyE2OOPPz7pfYuLi3XZZZe5H/PmzQtcYQAQxQhmAAAAEBb5+flatWqV3nnnHXV3d5+2vb+/PwxVzWzvvfee321nz57tDmHWrVunhQsXMlAzAEwCwQwAAADCJi0tTeeee662b99+2rbk5OQwVDRzdXV16fjx4z63Z2dnj7gipqysjCAGAAKAYAYAAABh1dvb63V9ampqiCuZ2aqqqryuX7FihTZu3Kjly5f7Nd05AGBi+J8VAAAAYdXV1eV1PcFMaFVWVnpdHxsbq+zsbEIZAAgS/ncFAABAWHkbX0aSUlJSQlzJzHbkyBGv69955x0tWrRI99xzjxobG0NcFQBEP4IZAAAAhJW11ut6xi8JrYSEBJ/b+vr69P3vf18LFizQN77xDbW1tYWwMgCIbgQzAAAACCtftyz5usUJwXHDDTcoMTFxzDYnT57Ugw8+qAULFug73/kO7xEABADBDKKWMWavt4ekX4S7NgAAcIqvYObkyZMhrmRmKykp0VtvvaV58+aN27a1tVVf+cpXtHDhQj3//PPBLw4AohjBDAAAAMLKVzBTV1enuro6n7c6IfBWrVqlgwcP6rHHHlNBQcG47evr6/U3f/M3eu6550JQHQBEJ4IZRC1rbbm3h6Rrw10bAAA4xVcw09fXpx1eGZJ9AAAgAElEQVQ7duj3v/+9WltbQ1zVzJWQkKA777xThw8f1ne+8x1lZ2ePu88TTzwRgsoAIDoRzAAAACCsYmNjlZaW5nN7S0uLtm/frl27dvmcwQmBl5KSovvvv19HjhzRAw88MOZ7RHAGAJNHMAMAAICwKy4uHrfNiRMntGXLFu3bt0/9/f0hqAqSlJGRoW9961v66le/6rPNDTfcEMKKACC6xIW7AAAAAGDhwoUaGBjQ4cOHx2zncDh05MgRHTt2TAsXLtScOXPGnUkIU1dZWakHH3zQ67a5c+fqvvvuC3FFABA9CGYAAAAQdsYYlZWVqbi4WPv371dDQ8OY7QcGBnTgwAEdPHhQs2fPVklJifLy8mSMCVHFM8vtt9+unp4er9uefPJJzZo1K8QVAUD0IJgBAADAtDFr1ixdeOGFampq0v79+9Xe3j5me2ute/am5ORkzZkzR3PmzFFycnKIKo5++/btU0VFhddtd911l9atWxfiigAguhDMAAAAYNrJzc3VqlWr9OGHH+rAgQPq7e0dd5+enh5VVlaqsrJS+fn5KikpUX5+vmJiGFZxKnwN7Dt37lw98sgjIa4GAKIPwQwAAACmJWOMiouLVVhYqKNHj6qqqkqDg4N+7dvQ0KCGhgYlJiZqzpw5KikpUUpKSpArjk6+BmY+44wzxpypCQDgH4IZAAAATGuxsbEqLS3VnDlzdOjQIdXU1MjhcPi1b19fn6qqqlRVVaXc3FyVlZUpIyMjyBVHl+LiYsXHx2tgYGDE+qqqKjkcDq5IAoAp4n9RAAAARITExEQtW7ZMV1xxhcrLyyc84GxTU5O2bdumtra2IFUYnWJjYzV//vzT1jc0NKiwsFC33XabNm3apO7u7jBUBwCRj2AGAAAAESUhIUHz58/X6tWrdckll2jOnDmKjY31a19rrQ4ePBjkCqPPwoULva5vaGjQxo0bde211yo3N1fXXnutNm7cqPr6+hBXCACRi2AGAAAAEckYo6ysLJ199tlav369li9f7tdtSk1NTerv7w9BhdGjvLx83DY9PT3atGmTbrvtNhUWFmrlypV65JFHtG/fPllrQ1AlAEQmghkAAABEvLi4OM2dO1eXXnqpVq9erblz5youzvtwitZaNTQ0hLjCyHbbbbdNqL21Vn/4wx/01a9+VeXl5Vq0aJHuvfdebd261e8BnAFgpiCYAQAAQFRJT0/X8uXLtX79es2bN89rm7q6utAWFeGWLFmil19+WQUFBZPa//Dhw/qXf/kXrV27Vvn5+frMZz6j6urqAFcJAJGJYAYAAABRYWBgQM3NzTpy5Ijeffddbdu2zeeH/8bGRg0NDYW4wsh2/fXXq7q6Wr/+9a/1hS98QSUlJZPqp7W1VU899ZSWL1+umpqaAFcJAJGH6bIBAAAQcfr6+tTe3q6Ojg61t7ervb19QrMCDQ0Nqa2tTTk5OUGsMvokJCRo/fr1Wr9+vX70ox/pvffe06ZNm7Rp0ybt3LlzQn11dnbqhz/8ob73ve8FqVoAiAwEMwAAAJi2rLXq6ek5LYTp6+ubct9cMTM1xhidc845Ouecc/TAAw/o+PHjeu211/T000/rj3/8o199NDc3B7lKAJj+CGYAAAAwLTgcDnV1dY0IYTo6OjQwMBDwYyUmJiorKyvg/c5ksbGxOnTokPbs2eP3Ptddd10QKwKAyEAwAwAAgLDp7+/X0aNH1djYqI6ODjkcjqAfc9asWVq2bJni4+ODfqyZoKOjQ1/72tf0n//5n35fyRQXF6eHHnpI1157bZCrA4Dpj2AGAAAAYTE4OKiKigr19vYG7Rjx8fFKT09XRkaG+8+0tDQZY4J2zJmkp6dHK1eu1L59+/xqn5iYqNtuu03333//pAcPBoBoQzADAACAsPjggw8CGsokJiYqIyNjRAiTnJxMCBNEL774ot+hzOLFi/Xyyy+rvLw8yFUBQGRhumwAAACExeDgYMD6SklJUUFBgWbPnq38/Hzl5eUpJSWFUCbIWltb/W5bWVmps846S2vWrNGjjz6qysrKIFYGAJGDK2YAAAAQFnl5eaqqqgpIX93d3aqurh6xLiUlRenp6SMeXEETWJdffrliY2P9nuHK4XCooqJCFRUVuu+++7R48WJdc801uvrqq3XxxRcrLo6PJwBmHv7nQ9Qyxuz1sSkxpIUAAACvcnJyVF5ersrKyqDMvNTd3a3u7m7V1dW518XFxSk9PV3Z2dmaP3++EhP5tWAqli9frieffFJ/+7d/q5aWlgnvX1lZqUcffVSPPvqosrOztX79epWUlCg3N1d5eXmnPRgfCEA0IpgBAABA2MyfP19z5sxRR0fHaY9gzNA0ODiolpYWtbS0qLq6WmvWrFFSUlLAjzOTfOITn9ANN9ygN998U5s2bdJrr72mxsbGCffT0tKiF154Ycw2iYmJXgObvLw8r2FOZmamYmIYvQHA9EYwg6hlrfU6spwxplzS+yEuBwAA+BAXF6fs7GxlZ2e711lr1dXVNSKo6ezsVE9PT8COOzAwoKqqKi1btixgfc5Uqampuu6663TddddpaGhI77zzjl599VVt2rRJe/f6uoh54vr6+nT8+HEdP37cr/axsbE+r77xtj4nJ4fbqQCEHP/rAAAAYNoxxigtLU1paWkqKipyr+/v71d7e7uOHTum2tpaWWundJz+/v6plopRYmNjtXLlSq1cuVIPP/ywjhw5oldffVWvvvqqtm7dGtBBn8czNDSk+vp61dfX+9XeGKOsrCy/g5y8vDxuhwMwZQQzAAAAmNb6+vrU2trqfrS1tQXsNqf8/PyA9APfFixYoC996Uv60pe+pPb2dv3v//6vNm3apNdff11tbW3hLm8Ea637VreDBw/6tc+sWbMmdHtVamoq4+QAGIFgBgAAANPC0NCQuru71dXVpa6uLnV2dqq1tVVdXV0BP1ZMTIzmzZunM844I+B9w7eMjAzdfPPNuvnmmzUwMKDt27e7b3kK1AxdodbZ2anOzk4dOXLEr/ZJSUmn3T5VXFysq6++WsnJyUGuFsB0RDADAACAkHE4HOrp6XGHLydPnlR3d7dOnjwZ0PFjRjPGuGdjysrKUk5ODreghFl8fLzWrl2rtWvX6tFHH9WxY8d07NgxNTY2+nw0NTWpsbFRvb294S5/0np7e92v1dOmTZv05JNPhqkqAOFEMAMAAICAstaqt7d3RPgyvNzd3T3lcWH8ER8fr6ysLGVlZSk7O1uZmZmKjY0N+nExOcYYlZSUqKSkZNy2wwNDjxXgjA5zOjs7Q/AqpubAgQN6/fXXdc4554S7FAAhRjADAACACbPWqr+//7TgZfgRjKmux5KamuoOYbKyspSWlsY4HlHKc2Do+fPn+7VPb2+v+2obfx6tra1BfhXebd68WV/72tfCcmwA4UMwAwAAAJ+Gwxdvj1DOruMpJiZGGRkZ7hAmKyuL25IwpqSkJBUXF6u4uNiv9gMDA2pubvY7zGlqagpIGLljxw719PQw1gwwwxDMAAAAQJI0ODio6upq94C7XV1d02I66YSEBHcIk52drfT0dG5LQlDFx8eroKBABQUFfrV3OBxqbW0dMQ7OeA9v51ZfX59+85vf6Kabbgr0SwIwjRHMAAAAzHApKSnKy8vTzp07Q34Lkqfk5GSlpqaOeKSlpSklJYXbkjCtxcTEKCcnRzk5OX61t9bqgQce0IMPPnjatg0bNqi8vFxr1qxxP2bPnh3okgFMIwQzAAAAM9DQ0JCys7OVn5+v1NRUSQpJKJOYmHha+DL84CoYzBTGGF199dVegxlJ2rt3r/bu3avHH39ckrR06dIRQU1RUVEoywUQZAQzAAAAM0hXV5eqq6tVU1Pj98CpExUfH+8zfImPjw/KMYFIc/755ysvL0+NjY3jtj1w4IAOHDigJ554QpJUWlo6IqjxZzYrANMXwQwAAECUs9aqvr5e1dXVfn0I9EdsbOxptxwNLyckJATkGEA0i4mJ0R133KGHHnpowvtWVVWpqqpKGzdulCTNmzfPHdKsXbtW8+bN4/Y/IIIQzAAAAESpoaEhHT16VNXV1erp6Znw/jExMUpJSfEawCQmJvLBD5iir33ta9q9e7deffXVKfXzwQcf6IMPPtAzzzwjSZozZ86IK2pKS0s5X4FpjGAGAAAgCg0MDOjtt99WZ2fnhPZLSUlRSUmJCgsLGXQXCLKUlBS98MIL2rRpk/74xz9q165d2r17t1pbW6fU77Fjx/STn/xEP/nJTyRJhYWFI4KapUuXcm4D0wjBDAAAQBSqqanxO5Sx1qq9vV0XXXSRFi5cyAc2IMRKS0tVWlqqW265RUuXLlVVVZW2bt2qrVu3qqKiQk1NTVPqv7a2Vs8//7yef/55SVJ+fv6IoObMM89UTExMIF4KgEkgmAEAAIhCE7l1yeFwaGBgQDExMbLWEswAYRQTE6Ozzz5bZ599tu6++245HA7t37/fHdRs2bJFDQ0NUzpGQ0ODXnrpJb300kuSpJycHK1evdod1Jx11lkENUAIEcwAAABEoaysLH3wwQd+tY2NjVVeXp727dunqqoqFRYWqrCwUDk5OYQ0QJjFxMSovLxc5eXluvPOO2Wt1cGDB91BzdatW3XixIkpHaO5uVmvvPKKXnnlFUlSZmamLr30Uvdgwueccw7T2QNBRDADAAAQhYqKitTS0qLq6uoJ7dff36/q6mpVV1crMTFRhYWFmjdvntLS0oJUKYCJMMZo6dKlWrp0qT772c/KWqvDhw+PCGpqamqmdIy2tja9+uqr7kGJ09PTtWrVKl155ZW64447lJycHIiXAsCF69MAAACikDFGy5cv1+rVq1VaWqqUlJQJ99HX16cPPvhAFRUVqq2tDUKVAKZicHBQbW1tio+P14UXXqjPfvaz+vGPf6x/+qd/0sqVKwN2xVtHR4def/11ffnLX9bSpUv14YcfBqRfAE5cMQMAABDF0tPTlZ6eriVLlqi9vV01NTUT/jbd4XBo3759Kigo4NYmIAAGBgbU0dGhjo4ONTQ0aM+ePerq6tLJkyf19ttvq6enx73d26O9vV0dHR3q7u4Oee01NTV6+OGH9dhjj4X82EC0IpgBAACIUg6HQ52dnWptbVVbW5taW1vV1dU1qb4mMpgwEK36+/tHBCPjBSe+HpF+Pk30FkkAYyOYAQAAiALWWvX29rpDmOGHw+EISP/p6elcLYOIZK1VX1/fhIITX9v7+vrC/XKmhbPPPjvcJQBRhWAGUcsYs9fHpsSQFgIAQBAMDQ25r4IZDmOC9aExOTmZD2IIq4GBATU3N6upqcn95/CytxBl9LqBgYFwv4SoccUVV+iBBx4IdxlAVCGYAQAAiAA9PT3uEKalpUUdHR2y1gblWLGxscrMzFRmZqaysrKUn5+vmBjmjEBgDA4OqqWlxR2ueIYsvta1t7eHu+yolJaW5h6HKj09XRkZGSOej36cffbZKisrC3fZQNQhmEHUstaWe1tvjCmX9H6IywEAwG8Oh0MdHR3uIKa1tTVoY1IM3wLV1dWlCy+8UMXFxUpLSyOIgV+GhoZGhCxjhSvDj7a2tnCXHdGMMZo1a9Zpocl4ocro7WlpaYqNjQ33ywEgghkAAICw6+/vHxHCtLW1aWhoKCjHSkhIUFZWllJSUvTGG2+oq6vLPQ7N1VdfrfT09KAcF9Pf0NCQWltb/QpXhte1trYG7cqtaBMTE+M1MElNTdXQ0JDS0tKUmpqqhQsXKicnx2ewkpqaSnAKRBmCGQAAgBCy1qqrq0stLS3uIObkyZNBOVZMTIwyMjJG3JaUnJwsY4y6urrU2dkZlOMi/BwOh9ra2sYMVkavb2lpIWTxIjY2dlJXpHgLYLwNoN3T06N9+/a5n5955plKTk4O5UsEEGYEMwAAAEHW09Oj48ePu4OYYA1EmpKSoqysLHcIk56ezjfrUerQoUP61a9+pWPHjqmqqso9C1dPT49aWlrU3NwcsBm5IlVcXNyIsGSywcpwmAkAwUIwAwAAEEQnTpzQu+++G/APycMD9GZlZbkfCQkJAT0GpqfHH39cd911V7jLCImYmBjl5OQoNzd3xGN4XU5OjjuEHB2sJCYmEqgAiAgEMwAAAEEyNDSkPXv2BCSUSU5Odgcw2dnZmjVrFlfDzEBtbW364he/GO4yJsUYMyJkGStwGX5kZGTw7xxA1COYAQAACJKBgYFJ37aUkpKi2bNnu8MYxpyAJL3//vvT7halkpISlZeXq7CwcMzAJTMzk1mAAMALghkAAIAgiY+PV1JSknp7eye8b3d3t1pbW5WQkKDU1FQlJSVxWwZ01llnKT4+PmjjFE1GTU2Njh07pry8PBUWFqqwsFBFRUUj/hxeLigo4JY7ABiFYAYAACBIYmNjtXz5cr377ruT+iA9PKDrwYMHlZSUpPz8fM2ePVu5ublceTBDpaena+PGjfr0pz8dtCnVJ8Naq4aGBjU0NOi9994bs21ubu5pAY7n8sKFCzV79uwQVQ4A4UcwAwAAEESzZ8/W2rVr9eGHH6q+vn7SUxL39vaqpqZGNTU1iomJUW5urpYvX84tTjPQrbfeqquuukq/+tWvdPToUe3bt09NTU1qbGxUe3u76urqptUVNaMNT8+9Z88er9vvu+8+ffe73w1xVQAQPgQzAAAAQZaYmKgFCxZowYIFGhgYUGNjo/vqgv7+/gn353A41NTUxC0hM1h+fr4++clPqqenR/v27XOvP/PMM5WUlKTm5mbV1tbqxIkTqq2t9bnc19cXxlfhXWFhYbhLAICQIpgBAAAIofj4eBUVFamoqEjWWrW1tam+vl719fXq7Oz0ux9uZ4Ivxhj3oLvLly/32c5aq9bW1tPCGm8BTk9PT8jqJ5gBMNMQzAAAAISJMcY969LSpUvV3d2thoYG1dfXq7m5eczZdxiDA1NljFF2drays7NVXl7us521Vh0dHWMGN8N/dnV1TbmuoqKiKfcBAJGEYCaKGOdUDVdI+qikj0gqlpQm6aSkE5J2SnpJ0i+ttX6PFufq9zpJt0g6V1KRq89qSa9KespaWxO4VwIAwMyUkpKiefPmad68eRocHFRTU5M7qBl9y0l+fn6YqsRMY4xRRkaGMjIyVFZWNmbbzs7OMYOb4eWxrg7jihkAMw3BTJQwxpRIek7Sai+bM1yPMkkfl7TLGPNxa+1+P/otcvW7btSmJEm5klZI+jtjzBettU9P/hUAAABPcXFxKigoUEFBgfuKheFbnqy1DPqLaWnWrFlasmSJlixZMma7rq4un8ENV8wAmGkIZqKAMSZf0hZJ8z1WH5e0W1KtnFe4nO36U5LOk7TVGPMRa+3RMfpNl/SGpGUeq9+RtFfOoGedpEw5r8p5yhjjsNY+G4jXBAAATvG8YmHx4sXTappkYDJSU1NVWlqq0tLScJcCAGFHMBMdHtGpUKZX0pckPWmtHRxuYIyJl3SHpH+RlCApT9IPJF07Rr//qlOhTIukG621mz36TJP0hKSPuVb9hzHmbWtt1ZRfEQAA8IlBfwEAiB4x4S4AU2OMSZZ0s8eqr1hr/90zlJEka+2AtfYxSV/zWP3XxpgsH/0uk3NMmWEf8wxlXH2elHSrpLddqxIkfXtyrwQAAAAAgJmHYCbyLZKU4vH8v8Zp/1OP5VhJC3y0+7xO/ft401r7hrdG1lqHpPs9Vm0wxuSNUwMAAAAAABDBTDRIG/W8bZz2raOen/ZvwDUL0zUeq54aq0Nr7XZJh1xPYyVdPU4NAAAAAABABDPRYPQ01eXjtPccyHdAkreZmRbJOdX2sC1+1OHZZvQMTgAAAAAAwAuCmQhnrT0u6c8eqx40xngdEdAYEyfpnzxWPesaJ2a0Mo/lOmttrR+l7PKxPwAAAAAA8IFZmaLDPZJ+LSle0l9J2mGMeVDSTkl1kgolXSDp7yUtd+2zXdK9Pvpb4rFc7WcNnlfuLPVznylzTRU+0TFtFgajFgAAAAAAJopgJgpYa7cYY/5C0n9LypJ0jmvZmzpJGyV921rb76NNjsdyvZ9l1HkspxhjEq21fX7uOxV3SvpmCI4DAAAAAEDAcStTlLDW/lbSPEnfkjToo9mQpFcl/dcYoYw0ckDhHj9LGN1u9KDEAAAAAABgFIKZKGGMWSDpGUkPyHkl1AeSXpD075J+LucVLbGSbpe02xjzwBjdJXksjxXgeBp9dUyyn/sBAAAAADBjcStTkBhjPifpywHu9qvW2le8HOsiSW9ISpdzuuzbJf3cWms92sRJ+qyk70lKlPQtY0yvtfa7Xo7T67Gc4GdtiaOe+3ulzVQ9LumlCe6zUNIvglALAAAAAAATQjATPLkaOYhuIGSMXmGMyZL0spyhjJV0nbV26+h21tpBSY8ZY7olPela/Y/GmJ+5Znby5DlTk79Xvoxu5222p4Cz1jZIapjIPsaYIFUDAAAAAMDEcCtT5LtDzlmXJOnX3kKZUZ6WdNC1nCDpFi9tmj2WZ/tZR4HHcneIBv4FAAAAACCiccVMkFhrH5T0YAgO9Rcey5vHa2yttcaYLTp1Nc/5Xpod9Fie62cdJR7LB/zcBwAAAACAGY0rZiLfGR7LzT5bjeTZ7rTboyTt91guMMYUeGkz2nk+9gcAAAAAAD4QzEQ+z0F2s/3cJ8djuc3L9kOSPMedWetHn2s8ln/rZx0AAAAAAMxoBDORr8Zjed14jY1z5NvLPFZVjW7jms1pk8eqT43T50pJi11PHZJeHa8OAAAAAABAMBMN3vJYvtIYs3qc9p/WqRBFck6z7c2P5QxZJOkqY8x6b42MMTGSPKfcftFa2zhODQAAAAAAQAQz0eBpSS2uZSPpf4wxN45uZIyJM8bcJelxj9Xv+JrFyVq7R9JPPVb9lzFm7ag+UyU9I2mVa1W/pG9M4jUAAAAAADAjMStThLPWthtjPiPp55JiJWVJeskY84GkP0hql5Qr6RKNnNK6RdInxun+C3IO6lsu57g0m40xf5C0T85Bg9e5jjfsDmvtabdGAQAAAAAA7whmooC19hfGmKslbZRU6Fo9z/Xw5l1Jt1hrD/rYPtxvhzHmSknP6dT4NRe5Hp5OSrrbWvvMxKsHAAAAAGDmIpiJEtbaXxljFki6WdJfSzpX0mxJKZI6JZ2Q9I6cV9a8bq11+OprVL8njDFXSLpe0i1yXkFTKGcYUyPnQL8brbU1vnsBAAAAAADeEMxEEWttr5xjvgT0yhXXLE0vux4AAAAAACBAGPwXAAAAAAAgTAhmAAAAAAAAwoRgBgAAAAAAIEwIZgAAAAAAAMKEYAYAAAAAACBMCGYAAAAAAADChGAGAAAAAAAgTAhmAAAAAAAAwoRgBgAAAAAAIEziwl0AECzGmL0+NiWGtBAAAAAAAHzgihkAAAAAAIAw4YoZRC1rbbm39caYcknvh7gcAAAAAABOwxUzAAAAAAAAYUIwAwAAAAAAECYEMwAAAAAAAGFCMAMAAAAAABAmBDMAAAAAAABhQjADAAAAAAAQJgQzAAAAAAAAYUIwAwAAAAAAECYEMwAAAAAAAGFCMAMAAAAAABAmBDMAAAAAAABhQjADAAAAAAAQJgQzAAAAAAAAYUIwAwAAAAAAECYEMwAAAAAAAGFCMAMAAAAAABAmBDMAAAAAAABhQjADAAAAAAAQJgQzAAAAAAAAYUIwAwAAAAAAECYEMwAAAAAAAGESF+4CgDBI8Hxy+PBhJSUlhasWTEJvb68OHz48Yh3vYWThPYwOvI+Rrbu7Ww0NDSPWHThwQJmZmWGqCJPBeRj5eA+jA+9j9Fi2bFm5a/GwtbY3FMc01tpQHAeYNowx10j6RbjrAAAAAABMW8ustXtDcSBuZcJMlBHuAgAAAAAAkAhmMDOlh7sAAAAAAAAkxpjBzLRj1PMbJR0IYP/Dt0ldG8A+g9lvJPa9UCNvR7tW0mEfbScj0v4+gtlvsPrmPQxdv8HsO5jvYyT+fQSz70h8D6XI+/uIxL4j9T0MZt+RVjPvYej6DWbf/EwMXd+hqjmQ5+GYCGYwE50c9fxAIO8dNMb0SVKg70cMVr+R2LcxZvSqw5HwHgaz70irmfcwdP0Gs+9gvo+R+PcRzL4j8T109R9Rfx+R2HekvofB7DvSauY9DF2/weybn4mh6zsSax4PtzIBAAAAAACECcEMAAAAAABAmBDMAAAAAAAAhAnBDAAAAAAAQJgYa224awBCyhhTLul9j1XLQj24E6aG9zDy8R5GB97HyMd7GPl4DyMf72F04H3EVHDFDAAAAAAAQJgQzAAAAAAAAIQJwQwAAAAAAECYEMwAAAAAAACECcEMAAAAAABAmBDMAAAAAAAAhElcuAsAwqBR0rdGPUdk4T2MfLyH0YH3MfLxHkY+3sPIx3sYHXgfMWnGWhvuGgAAAAAAAGYkbmUCAAAAAAAIE4IZAAAAAACAMCGYAQAAAAAACBOCGQAAAAAAgDAhmAEAAAAAAAgTghkAAAAAAIAwIZgBAAAAAAAIE4IZAAAAAACAMCGYAQAAAAAACBOCGQAAAAAAgDAhmAEAAAAAAAgTghkAAAAAAIAwIZgBAAAAAAAIE4IZAAAAAACAMCGYAQAAAAAACBOCGQAAAAAAgDAhmAEAAAAAAAgTghkAAAAAAIAwIZgBAAAAAAAIE4IZAAAAAACAMCGYAQAAAAAACBOCGQAAAAAAgDAhmAEAAAAAAAgTghlEPGNMgjHmAmPM540xTxpj9hhjBo0x1vV4egp9G2PM9caY/zbGHDbG9BhjGo0xO4wx3zTGlEyy3wuMMY8bY/YZY9qNMR2u5ceNMRdMtt5oZoz5lMd7OpnHWh/9rp1EX/8Z4pcfNYwx/zCJv++PT6D/oJyzGMkYU2aMudsY86LH/2MDxpgm19/1D40x506gP87DEHP97LzVGPO6MabaGNNrjKk1xrxtjPk7Y0xuuGucSYwx84wxtxtjfmKMeUbjyG0AACAASURBVM8Y0+o6p1qMMbuNMU8YY9ZMoK+Jnk9vBfs1RrtJ/p7y9xPo/3JjzLPGmEpjTJfHv41/NsYsDeZrmwkm+XPI8/EpL31yLsJvceEuAJgKY8wXJH1PUkIQ+i6S9JykdaM2JUnKlbRC0t8ZY75orX3azz4TJP2zpC9KMqM2l7kenzPG/EjSfdbagcm/AoxSF+4CEFzBOGcxkjFmvaTvSyr30STH9Vgh6W5jzEuSPmetbQlRifCD60PczySNDs8KXI+Vku4zxnzaWvt6qOubSVwB5o8lXeijSZbrsVzSHcaYLZI+aa2tCU2FCDdjTLqkf5d086hNKTr1b+NLxphvWmv/KdT1wY3fMzElBDOIdLkKTiiTLukNScs8Vr8jaa+kDDk/+GVKSpP0lDHGYa191o+u/0PSJzyeH5b0BzlDmpWS5ruWvyRplqT/f2qvJKrsl/TYBNrfKGm2a3mntfaAH/uckPSKH+3enkAd8O1Pcp5X4zk4XoMgnrMYaYVGhjJW0m5JlZJaJeVJWuX6U5JuknSmMWaNtbbZz2NwHgaRMaZY0m8kFblWWUkVkqok5Uu6QlKya/l/jDF/aa39TThqnSGW6PRQplLS+5Ka5Px/62JJxa5tayX93hhzqbX2iB/9d0ry5/86f35Gwn8H5DzPxvOnsTYaY+IlvSzpco/V70vaKed5ulrOMDVe0sPGmHhr7bcnVTE+1MR+z7xS0iLXcr2k8a504VzEmAhmEC2OyfnDbfjxOTk/mE/Wv+rUB7wWSTdaazcPbzTGpEl6QtLHXKv+wxjztrW2yleHxpjP6FQo45B0r6QfWWsdru0xcgYyj8p5m+FnjDFb+fDoZK39o6Q/+tPWGJMt6XaPVc/4eZhD1tovTLQ2TNrr1tp/CFBfAT9nMaZ35QyaXxgduLiuDLxH0oOSYuUMch7X6d/2+sJ5GFw/1alQplrSNdba3cMbXbcwPS/nB8F4SS8aYxZaa9tCXunMUiXpPyX9xFr7oecG1+8Hn5b0IzmvkiiS9FNjzMXWWjtOvy2cT2HxxwD9vX9Dp0KZXkmfttY+P7zR9f/tg5Luc636lut3x60BOPaMYq09JMmv98wYEyvpuMeqn1prB8fZjXMRY2KMGUS6pyQVWGtLrLU3WGsfcX2z1zXZDo0xyyTd4rHqY54f8CTJWntS0q069Y1tgiSf31AYYxIl/YPHqu9aa38wHMq4+nRYa78v561Ow77t+qGLifmoTl1JNSDpv8JYC4IsGOcsfKqUdL219lxr7ePeroKx1vZbax/RqQ8KkrSBMRDCzxjzV3J+wy5J/ZKu9gxlJMla2yTpWknDV2NkS7o/ZEXOPLVyhi5LrbXfGR3KSO7fDzZK8hxv6yI5v7FHlDLG5MsZcg/7smcoI7n/v71f0gseq7mdKfiukvNKpWH+fgEI+EQwg4hmra221tYHuNvP69S58aa19g0fx3Zo5C+rG4wxed7aSrpG0hzXcrukfxzj+N92tZGkuZL+2p+iMcInPZZfc33QQPQKxjkLL6y1L1tr/8fP5j+S87akYX8VhJIwMXd5LD9jrd3jrZG1tkvSAx6rPmuM4SrrILDWbrXWPm2tHfKj7Ssaefsnvx9Et09KSnUtV8o5zowv98t5NbYkrTQTGHwdk+L5e+afRwfcwGQQzAAejDFGzhBl2FNjtbfWbpd0yPU0VtLVPppe57H8grW2e4w+uyW96LHq+rFqwEjGmNH36/MtRhQL4jmLKXJ90PS8/XBemEqB3LfzeY5TMea5Ium/5RwTQXJeNbN6jLYIne0ey/PCVQRCwvN3x6fHum3NNRi055g2/O4YJMaYDI38vYPfMxEQBDPASIt0aoA9Sdrixz6ebUbPBjPssiD0Ce88v8VolMSMItEtWOcsAsPzg0Rs2KqA5BxANtG13KVxBh211vbJOTj9MM6V6YFzagYwxiTJebvasC1+7ObZhvM1eG6Wc7ZHyXm7/M/CWAuiCJelAiOVeSzXWWtr/dhnl4/9JbmT9UIf7f3p8wxjTLq1tsOP/WY01wCJnvfg/2yCU44nG2OukXS2nFNQnpRz+sPfS3rPc0wgBMRsY8ytkhbLebl2q6QaSb/zc7YRKQjnLAJqucfyMT/34TwMDs9/63v8GKhScp4r673sj/CZ6DkVZ4y5Us4Z1XIl9cj5pcU7knZM8Gck/JdpjNkg6Uw5ZwZsl3PWn23W2v1+7L9Ep75At5L+7Mc+/GwLDc8vAF+31jb6uR/nIsZEMAOMtMRjudrPfWo8lr0Nbrlk1PMaL23G6nO4jzG/3YQk5zdEczyeT/Ty0gsl/cLHtqPGmO9KesKPWTDgn8+5HqcxxmyX9A/W2vGmnwzGOYsAMMZcrFNTiUrjTyU6jPMwODhXIpwxZo5GXgnhzzl1hiSv425JajDG/EDS96y1/VOtDyNc63qcxhizR9KD1toXvW138TxfG6y1vX4c0/N8zTbG5E0gNIAfjDGlcl59OGwiv2dyLmJM3MoEjJTjsezvoMJ1HssprhmYfPXZYa3tGa9D1zgznR6rsv2sZabz/BZjj7XWn2+Y/DVf0r9J+qVrrAYE1yWSfm2MeXCcdsE4ZzFFrqvXvu+x6o/W2h0B6JrzcPKmeq7wcyj8vq9Tty/VSHp1iv3lS3pY0jZjTOF4jREwyyW9YIx5aoxBtad6vkqcs8Hg+Xtms6RfBqhfzkUQzACjeP6iP26A4qPd6A8Lk+lzdFs+gIzD9SHNc7C7pyewe72kH8o5w8VcScmuxyJJd0ja59H2LyU97/rgicl5X9I35RxMdLacU1enSzpPzplghmfRMpK+boz5v2P0FYxzFlP3DZ0ahNsh6e/82IfzMLimeq78v/buPF6Ootz/+OcJCYFAwhrghi0sKhhRQYGENSAgKIhwQRFQEhUvCnhRQOQiEFYBkavgyhpQgqjIpvxkUUCUTWSRLQhEAgKGLRCWACF5fn9Uze2aziw92+lzcr7v12te6elTVd2z1Ez6maqn1E9KZGb7Af+Z7Doy5gGq5xXgnFhnHcJ00eGEvrUP1fmDNgZ+a2YjunrSg9M/gVOA7YAxhOd8aWAcYenrdFTLJOCsOu3ou62fiYsN5KfLFxndor4ohWgqk0i1JZLtokMJ8/8xWrILbebbzbcpC9uDbFnJd4CLC9a7C1ijzpfrY8BjZjYV+CGwf9z/ccKX6c/aPtvB60x3n1Jj/zzCHPp7zOxs4CqyC/sTzOzX7v54jXq96LPSATPbhRB4q/iOu/+5STX1w97rtK+on5TEzD4M/CTZdam7N0o4+iywalz2PO9JYJqZXUIIhE+J+zcCDgVO6PyMB60rgItq5MF6mxBYfsjMziUki905/u0AM5vm7rfk6ui7rf/ZmuqV0IpMY1JflMIUmJGuM7MDgEO63OyR7n55l9usJZ3Du3jBOvlpEPlfLNppM99uKyNt+lQ/er3T4aXXunuhob/u/lqBMvPi43w34YsZ4AgWkQvCvnwN3f2lZhXdfZaZ7QxMJwzFHgZ8DTioRvFe9NkBp7/0QzPbGLiEMNoJwvKtRzerp37YJzrtKwO+nwxEZrYWYcpS5UL9fuC/GtWJI2kajaYh5mg6LubMqIwC+LqZfbtgYmjJcfeXC5R5NSYFvpfwWQbhcywfmNF3W/+T/j/zQXf/W7MK6ovSCgVmpBdWZOGEt51apsvt1ZNeHBT9pSFfLn+B0U6b+bJNL1pKVPrrbWZrkl2oQWvTmApx9wVmdjzhQhNgnJmt7u5FV5rpz0p/DfPc/Xkz+yHZRf1OdYr2os8ORKW/hmb2XuD/kY1c+yvwyW6uNLGI98Ne67SvLAr9ZECJuSauB1aJu2YAH3X3V7p4mGPJLgaXBSawcJBAusjd55rZqcB5cdc2ZjY8NzVN3239SJxalE4lnNqDw6gvDnKamy1S7cVke+WCdVZJtt+oMec7bXOUmS1BE/ELYGSyq+kog0Hus2S/0M+m84SI9dxCmHJToeUoe+sPyfbaZlbrV8Ne9FlpUfxV/3qyhJUPATsVGQnTBvXD9nTaV/Q91IfMbAVCn1on7noW2M7dn+3mcdx9BvBEskv9qW+k328jCPlGUp32V1Cf7abdyf5fPp/i0+ULU18UjZiRrnP3E4FmK6n0V48k2/kvyXrWSLanN2mz0m5+X6M2a7XRb/ST1/tzyfYvenWhHadSvABUMuav0Kj8QNFPXsNa8hcgK9TY14s+O+CU+Rqa2aqEi4wxcdfjwPbu/mL9Wu1bVPthH1BfGSDMbBTwe0LCWAgX6du7+z97dMhnyXJnqD/1jVrfb6m0v65kZksUWDI77a8vaansrkqnMV3X7QBpQn1xENOIGZFqDyfbq5hZ/teHWjaqUx+AOOQ4/QDfsMU2n3b3OQXqDEpmthlh1ZaKqT0+5FLJdq1kbtI9S+Xu13q+u95npTgzW4kQlFkr7voX4Vf9Z3p8aPXD1qXv9Q0aLNObUl/pY2a2FHAN8OG4aw5h+tKDPTys+lPfa/b99ghhRTsII4I/WKBN9dceMLPVgG2TXVN7eDj1xUFMgRmRao8SLiwqJhaok+Y2+WOdMjf2oE0J0tEy0939zl4dKE7XGJXs6tUvJhKkQczX6wQoe9VnpYk41eIGstw2zxGCMk/0+Ljqh+25lSwJ5VJkF/41mdlwYHyyS32lx+JU56uAzeOuN4CPFUky2sExlyRLQgvqT30l/yNd1fMeR8ekyyhPLNCmvtt6Y1+ya+aXCX2069QXRYEZkUTMjJ5+4E5qVN7MJpB9iC6gfm6TK5LtT8cP33ptLgl8qk5dScQLh08nu4osXdiJzyfbcwjLO0vvTEq2/1SrQA/7rDSQTLXYIO6aTZhq0RfTLtUP2xDz/aR5LSY1qZLmVJhNnT4o3WFmw4DLyH6ZfwvY1d3/0uND70224pOj17mvTE62H64z7Sj9/9+kRo3FUR0fqVNXOpP+AHhpgSll7VJfHOQUmBFZ2E/Iho9+1My2r1XIzIYApyW7ftlgPu9VZL/qLwsc1eD4R8cyADOB3xY56UFqV7LnagEtLptrZiPi61ik7HjgsGTXpVrGsDVmtnQLZf8b2DLZ9fMGxXvRZ6WOmJz8d2QjLl4FdnT3v7fbnvphn/lRsj3ZzMbVKhRf4+OTXT/V89w7ZrYYMA34WNz1DvApd7+hjbYWr5MovVbZdYBTkl03uPusVo8pLX+/7Qbsk+yq9/12Idl0lveY2RcbNHsasFjcvs3d7y56PlKfmW1CdRLeqS3UVV+UligwI5Lj7vdTnW39EjObmJaJc8AvBLaIu94mW9a3VptvEZbBq/immR1sZpWVhDCzIfFi9Iik3DHu/nZbD2RwSJOx3eDuT7dYfxPgQTM7wMxG1ypgZsPN7CuEKRuVXzLmUH3RIsUcambXmdlu9VYnM7PRZvZ94HvJ7ruAX9RrtBd9VmqLo9SuIHse5wI7dziFUP2wj7j778iWX10c+K2ZbZCWiVPUrgDWjbteAk7ts5McZOL/A84F9oi7FgCfdfd2p0uMAR43s8PMbPU6xxxiZnsBtwErxt3zgCPbPKbAHmZ2h5ntG0cULsTMRprZ0cAvyVaSfAr4fq3y7v4ccEay60wzS0dUVy7+TwE+k+zW69g96f8z/+Hut9ctuTD1RWmJhVHgIgOXmd1bY/cawHJxezbwZL6Au9dNpBa/VG8lWxEBwlzfh4BlCEONl0v+Nsndm06jMbOLCEs7VzwW2zVgArB28rcL3D0dsi8JM1uZMAqpksByH3ef1mIbE8ny/ywA/kF4jWfHfWMIr8uySbW3gI+7ezolQAowsylkAco3gQcIK/i8AgwnLAu7CeGCsWImsHmzoFuv+qxUM7PTgMOTXXcT/kNZxKPuvtAFiPph34pTHu4kW9VqAXAzMAMYDWxHWL4XwsiNHfU8904MOP4w2fUocF3B6i+6e/qjD2Y2Fqis3uRx+wHCyk7zCEsqjwdWSqotACa7+0Utnr5EZjYJuCDenUdIvvsIISfJUML/SyeQ9S0In3FbufsDDdodRpg2miafvZ/w2bsEsBVZXwY41t0VsO6CONrlGbLVkY5y95NbqD8W9UVpgQIzMuCZWVtvYne3Rn83szGEqTHbNij2GvBVd7+gQZm0zcWB7wIHkv1astCpAWcBh7n7vCLtDkZm9nXCcwnhl/NV3H1ui21MpDoxczP3EC7o25qyMdjlAjPNOCHfwgFFl13uRZ+VamY2lepfEFtxs7tPrNHmRNQP+5SZrQdcQuOVXp4nXCD8rm/OanBq8XMxb6a7j821N5bsYrCIGcDn3f3mNs9BWCgwU8QfCc/7zAJtLwOcTXX+wbx5wJRWAgfSmJntTvh/CISAyVh3f6qF+mNRX5QWKDAjA16vAjOxbQMqc4E3Ivwq8RphBM7VwHnuvtBonALtbkJIYDkRWDXufhq4Kbb511bbHGzM7D7g/fHuue6+fxttLEa4MNks3t5NGEq6AjCMMJJjJmHkxeXurlUOOhCnE21K+NVwPLAm4flenvCfntmEXxhvBX7u7tPbOEZP+qwEPQrMqB+WIP5QsBdhCsQ4YGXCr/szgMuB8939hfLOcHDoQWDGCK/nZoTP2nGEkVArEEZYzCGMAriD8Jn4W3dfgHQkTvP8MOE5n0AYAbpCvA0h9K3HCSMMf+Hud7VxjO0In78TCN9t8whToa4lfLdpiewuMrMrgU/Euze4e838dQ3qqy9KSxSYEREREREREREpiZL/ioiIiIiIiIiURIEZEREREREREZGSKDAjIiIiIiIiIlISBWZEREREREREREqiwIyIiIiIiIiISEkUmBERERERERERKYkCMyIiIiIiIiIiJVFgRkRERERERESkJArMiIiIiIiIiIiURIEZEREREREREZGSKDAjIiIiIiIiIlISBWZEREREREREREqiwIyIiIiIiIiISEkUmBERERERERERKYkCMyIiIiIiIiIiJVFgRkRERERERESkJArMiIiIiIiIiIiURIEZEREREREREZGSKDAjIiIiIiIiIlISBWZEREREREREREqiwIyIiIiIiIiISEkUmBERERERERERKYkCMyIiIiIiIiIiJRla9gmIiIiI9EdmNhb4Z7JrLXd/ok5ZT+5u4+439ezE+ikzewJYM96d7O5Te3SckcCHgHcBywLDgNeBWcAM4EF3f70Xx15UmdmawHRgCeAe4EPu7g3KDwMmAu+NdZ4EbnD359s49iGE1/Ft4DR3f6dAndWBR4HhwF3AJo3OV0Skv1NgRkREpAVmNgm4ILf7enffoYU2pgL7xbuPuPt63Tk7kUWXmW0FHAp8HFisQdEFZvYQcCNwtbtfn7QxlazvdZW7W3KcKcCxDYq/A7wJzAb+TQgy3Af8CbjT3Rf04hwbOIMQYAH4ZpOgzM7Aj4HVcn+aZ2bfB44sElyJbe0J/G+8e3rReu7+lJn9GDgE+DAwGTi/SF0Rkf5IU5lEREQ6t72ZbVP2SYgsisxsMTP7EXAT8AkaB2Ug/P/2fcDBwM96e3ZtGwosDawObAzsDZwK3AY8ZWbHm9novjgRM9sc2D3evdXdr2tQdnfgChYOykAYuXQYcGnB444ATo93nwWOL3rO0SmE4BbAiWa2ZIv1RUT6DY2YERER6Y5vA+PLPgmRRdBUYN/cvr8RAjUzgDeAZQjBgk3ibQlqmwU83uR4Q8mmZEEY1fJSKydcw0zCKJmKIYRzHsXC/x8fAxwNHGxmh7n7eR0eu5kTku1T6xUysxWB88gCYw8SXptXgO2BPeP+3c1ssrvnRxbmHQWsEbcPc/dXWzlpd59lZhcBXwL+A/gyYeSPiMiAo8CMiIhId2xqZru6+5Vln4j0vXQai3SPmf0n1UGZGcBn3f3WBnWWJkx32h8Yl/7N3Y8AjmhyzLFU5xY6092ntHLeNUxskJ9oDUJQdwfCyJnKyI9lgXPNbD13P7zD49dkZpsBldF+jwNXNyj+hXhOEAJjW7h7ZcTKOWZ2FHBivH84C0/5TI+7LmFaGsAt7j6tjdMH+B4hMAPwDTP7obu/1WZbIiKl0VQmERGRzsxKtk8yM323inTPYcn2HEJi5bpBGQB3f83dL3X37YDNe3p2XeDuT7r7L939i4QRJPlcKYeZ2QE9OvzXk+3zmiTQ3SnZPiYJylR8lzAlCWD9GHCq53uExL3zgYOKnmyeuz8MVN4PKwOfbrctEZEyacSMiIhIZ04Ezorb44B96GFei7gayhbAOsBo4FXCxdAt7v5cl46xPLAlsCrhF/JZRadTxDwP2xCmgiwXz+1md5/RoM4yhBVe1iX83+QZwgovz9ar06Ct4cD7gfWAlQhTWmYDTwN/cfcXWm1zIInvj82BtQmP/w3CY7+5k8ceRzhMIEyzmUNYhedGd3+j45Ouf8zlgU2TXT939ydbaaPR+64/iq/RF8zsXuDM5E9nmdkN7v5Yt45lZqsCn6wcGrioSZXK6CMH/pD/o7u/aWY3A3sl5Rd6vcxsF8KIJoAfufvfWzz1vAuBzeL2QTR/HCIi/Y4CMyIiIp25DJhEWL4X4Dgz+4W7z+vmQcxsOcIqL5MJeSnyFsSLom+4+10F2rsJ2DrevdDdJ5nZGOD7hASri+eqnJfUnUK24sxMdx9rZkOB44CvkE13qHAz+xXwZXd/KWlnaeBkwlSE4TUez3nA1939tSaPZVlCfos9CUGreklA3cxuJPza/5dGbbaq2XLZZjaRsEpQuxouP21mKwFTCIHBWu+P+WZ2DXCouz9a9KBmtj5hBZ6ta/x5jpmdDRzl7m8XbbMFqwPpFLH7e3CMfsndzzKzDwKfj7uGEnKyTO7iYfYmyxdzh7s/3aR8pV8/32C60FPJ9nL5P5rZEmSrMD0HHFPwXBu5gvAeHQJsHKd+Te9CuyIifUbDrUVERDrjwP8k99ciy3nQFWb2AeBh4L+pfdEN4Tt9G+AOM2s5H4WZbUxYrncPFg7KNKs7Avgj4XnIB2UgXFx/CviTmY2KdVYGbiesnJMPykB4PPsDV8ZRII3sC5xNSEDaaGUWA7aN5/G1Jm0OGGb2UcJyy1+m/vtjMWAX4P44YqFIuzsBd1M7KEM81mHAzWY2sqWTLmap3P1a75NF2RFkqw4B7Bv7TbfslWxfVaB8JRizdIMy6fsgP9UJ4BuE0X4QluV+ucBxG4ojBW9Pdn2m0zZFRPqaRsyIiIh0yN2viyNQJsZd3zKzC7oxzcPM3k0YaZH++vwI8GvgCcLKLtsCOxKCGUOA08xsnrt/r+Bhlo/trQjMJSQAvY0wTWoMsFuT+j8hTH16J9a9hbBSy9rA5wgjHyBMbTjdzA4Eroz334rbleOtE+usGutsCxwCfKfgY3kG+DMhyPQCsCA+hm3IXp8hwBlm9ri7F7kg7Ya5NF8NKDWSMBWpITP7BOG1S4NXdwC/B/5FmMq1MWE00ZKE4MZlZra9u9/coN2NYrvp6kZ3E0YnPEOYRrcLYQrJeOBHRR9YC/JTr3YgjOgaFNz9BTO7hGyUzFDC+/gXnbZtZqsAGya7iozmegZ4FzDCzFZz93/VKPOeZLtqKqKZrQl8M969nbCiU7fcRDad6WNkI/pERAYGd9dNN91000033QreCNOWPLmtEvePz+0/skEbU5Ny0xuUGwL8JdfuccBiNcpuSbiQrZR7ExjXoO2bcu064cJ7rQLPwZSkzoL470zg/TXKLk0IulTKzyPkznDCcrvr1qgzCrgzqfM8MKzB+RwIXEO4aB3SoNwEwlSLSrtPA0MblB+be37GNiiblpvY4XtsKeDepL03gA1qlFuNsIxzpdwLwI4NHsv9SdnHgREN3nd35V7jr9Yp+7n4mjohkWulzqQu9LUhwIu55/ZQwDptu8lx86/7lDbamELB906TdvbKtfOjLj3GfZM25zbqX0mdi5I6J9X4+3uTz4M3gSVyf/9N8j75UJdfsx2Tc5sPrNDL94huuummW7dvmsokIiLSBe5+O9XTAb4Rc5904pNkvwIDnOXux7r7/BrHvyWWXxB3DSdburaI54Ad3P2fTUtWM8JF2A5eI4mnh/ww+ye7hhKmL70IbOc1kpm6+5xcnRUJI2fqOc/dP+buN7r7gnqF3P02wgVcJR/KGGDXBu32OTMz4GLgA8nuye5eK7/Kd8hGUs0lPJ+/r9Wuh6WatycEciCMZqqXr2RPspxJEC7Cz6xV0N0vIls5qav/r4yv5YW53acDD5jZEWa2oZktVqPqouT23P2NutTuJsn2dC+WEytNan6ome1dWYXOzNYDLiHLCfQrT1ZtMrPtyUbenePuf2v/1Gu6L9keQhglJiIyYCgwIyIi0j1HkQVGliXkU+hEukTu87H9utz9z1RPD9jFzFYreKzjvP1Ve37s7o80OK8HgHzQ5iRvsOqSu98HPJDs2qRB2Vq5LOqVfRCYluz6aNG6feTbVAeLjnP3S/OF4oo6eyS7TnH3exs17O7/Bk5KdtXLhfSFZPvpXJ1afgA81KRMu04E8sHC9wKnEEZ4zTGzW8zsDDPbLa7ktCiZSfaZArBCl9pNAzwPFqng7tcTpshBCPxeDLxkZv8i5MB6f/zbqyRJfWOOqMrKdS/R5HOsHfGzZHayq1sBLBGRPqHAjIiISJfEAER60f/fMZdDy5JlpyumufurBar+ONlejGKBh/mEX7vbdXGBMvmgwc8L1Lkn2X5P3VKtS5f6/VDdUn3MzD5HSPha8WvC1LVa9iDLFTgf+GHBw6SjHt5vZivmzmEE1aOTLm4W+IojuC4oePyWeFjFa1tCEKaWEYSVuL5GmCozy8yuNLN6CYsHFHd3QqCjoluBmXWS7afqllrYPsBfk/vLkOWDAngN2C038u5rZP33KHd/MW3QzIab2Xgz28XMtoirtbUjfRzr1C0lItIPKTAjIiLSXccQcm5AuGj8VpvtbER1kv6aU1TyPCyV/Xyyq+5Ik8R0d5/dvFhNb1M9MPORbgAADTVJREFUjaCeWcn2E+7+fN2Stet0Oi0s9e9ke9W6pfqQmW1GWFmq4m5gv3hhXsvmyfZf8xe79cTn/YlkV37Kx4ZkSygDXF+kXeC6guVaFqdhbUJYOrrZe20oYbn3m8xsWgw0DXTpcvEdr35lZosD6epOdUeu5cVA2ebAVwnTrOYQpjI+RhgVs767/1/g08zGAEfHu3eTvMdjQOZEwufVbYSpoLcAL5jZT8xsmRYf2jPJ9up1S4mI9EMKzIiIiHRR/KX4nGTXl8xsrTaaelfufq0cI/Wk04by7dTSympBebPd/Z0C5dIVqmbVLVXt9WQ7v3TyQsxsWPzV/Rwzu9PMZpnZXDPz9EZ1sKHVi7+ui6vVXE62HPSzwK7eeFWvNAfNwy0eMn3+81Pd8u+XQtNcgOmEkTs94e7z3f0Cd/8gYSrTwcClhGXC6wWvPgNcW2C59f4uDcbM6UJ7o8hywUB14Kcpd5/n7me5+wR3X8bdl3T3d7n7V33hlZq+S0gA7sCBlRxQ8TX5LWFaUz7YNBz4L+DGFoMz6ePoZiBXRKTnFJgRERHpvhPIAhHDqD8dpZHlcvefa6FuOhol304tRaZI1VM4v0uHdazhH812JCwjfhXwRcJIkJWoXu65lmZ/76k4beMqsqWx3wQ+WeMCNy+d0jI5H3xqdAM2TermL2Dz75ciI5tw97cJS6T3nLs/7O4/cPe93P3dhMewM3A+IQlyagvaH7VWuphcNw1cvFSvbAuWzN1vpz82ZWZbEVaVArgwJkiv+BawXdy+m/CeXAJ4H/DHuH9D4IwWDpm+9ovCSCkRGUQUmBEREemymGT1+8mufczsfS02k44QeafgqikV6UiTIvkaiox46bfMbC/Cr++1Ria9Qkhg+3hye6ZGuT4XL7ovJkuaCvB5d7+zQPVujfTJX8Dm33etvDcajfDpGXef4+6/c/cvEHKL/CFX5JCYs2kgWpPqoGS7CbpT+dd0aM1SHYirZf0g3n2FJHdSDEYeEu++Aezk7ne6+1sxOfcuZNMN9zOzNQoeNh0Z1crnpYhI6RSYERER6Y3TyFYJGUJrS1dD9bD8oS1Ox0gvrluapjDQxOTKZ5PlRZkDnAxMAJZy92XdfTV3X7dyA/Yt6XTzTiHkQ6k4yd2LJmFOgyAvUh14auWWzy2UBvWGmlkrF+1Np5v1WlydZxfCFKeKUVTn5BlIJuTud2OZ6fxnQi9GjR0EbBC3j3H3dMTfRwivCYSk5lWjAeMUvkoS88WATxY8Zhp8e71uKRGRfqjrEXIREREBd3/ZzE4jLH8MsKuZberudxRsIn/BPJriIz1GN2hnUTOZbKrHG8DmcXWsRkrPP2Fm+wGHJ7suJ0uSWsSLZBe3P3X3bi1B/HLu/mgKJIeNCWVHNSvXF9x9rpn9hJDfpGI94IaSTqkTO+Tu/6nTBt39VTN7nSyQNrpR+VaZ2Upk0zfvZ+EVw9KV0Op9HqbTnooufZ0+jn/XLSUi0g9pxIyIiEjvnEn1BcK36xWs4bHc/Q1qlqotnRrzaN1Si4Z0aeeLCgRloPaUpz5jZptTvQLTvcBnG6zAVMsjyfZ6XTmx4B+5+0Wn4K1P9WpOZXsod79fBI1aYWajyXK0QJiec1OXmn8y2e72ymSnkk21Oygup55KAyhP12kjzbFUNHA0JtmeWbCOiEi/oMCMiIhIj8Qh+Scku7Yxs+0LVr+b6lwQOxapZGYfovpCpugInYEqvRgrsmw3wDa9OJEikhWYFo+7ZgGfcPdWp17cnGxvF0esdMM9VK+uVPT9mh/ZUbbhufvdSJrb106l+nFclJ/204E0gFlk5bZCzGw8sF+8O83da43wSa8/6uX+Sfc3DfiZ2XCql8guEqAVEek3FJgRERHprXOAGcn9k4tUcve5ZKuTAOwdk2Y2c0CyPR+4tsjxBrA0MWrTXBlmtjawU+9Op+GxRwJXkwXO3gJ2c/en2mjuMmBB3B4FfKnzM/y/YGL6vtvHzBo+rzHR66RuHL+L8jllZtQs1U+Z2cGEaXoV71Dws6OgNFdNq4nJa4rJrH9A6JOvUT1VL5UGyVavUybdXySolh+x1Y1cPCIifUaBGRERkR6Kqykdm+z6MPDRgtV/mmyvRPXom4WY2QSqL+audvd6UwUWFemUjI83KhgTKJ9PCVNukhWY0ilp+7v7be205+6PAr9Jdp1sZq1Md6NBwOX8ZHsM0Cx/zUHAe1s5dhFmtoaZ/a+ZrdxivbWoDlC+Thdys/QFM1vBzM4lTINMHeju3Qwupc/HKma2Whfa/BJZ/pjj3b1eTqz7k+3d65TZI9n+e4Fjb5xsv4RGzIjIAKPAjIiISO9No/pCYZWC9a4Abk3uH2JmR8eL/Coxb8mVZEGHt4BvtXGuA831yfZ2ZnZorULx4v5KYGuykSZ96XjCakEVp7j7zzps8zCy0QQjgT+Z2d613h8VFow3s3MI769afkWYSldxVBzBUau9zwKnx7vdfl4XJyyrPMPMzjazzZpVMLOPEKZ5jUx2n+Xub3b53LrGzFY3sz1jQOYp4Au5Iqe4+9k1qnbiTqoTg2/dSWNmtjzZynPTge81KH498Hbc3srMqqbBmdkHgE8lu64pcArp+V/v7mX0cRGRtmlVJhERkR5z9wVmdhQhMNBqvcmEFUqWi7uPBz5jZr8mJLhchpAzZSeqR4J8090f7Pjk+79zgSOBFeL9083sU8BVhMSiowi/4u9GuFifD5wEHNPH57lF7v6nzWzPFup/w93TETK4+0wz+wzhfbUEYbWpi4ETzOxawgXyK4TVd0YTRutsBvxHbCLNU5O2O9/M9gduAUYQpqacaWaTCPlxnont7UI2ZejnwJbAmi08pqJGAPsD+5vZv4HbCKMonidMmRlJyJPyEWBcru49tL5UfS/cZGZpzqghhPfmMtT///jLwKHufn6dv7ctvsZXkeWD2YHw3mnXyWR98OA4UrDesZ83s4uAL8ZdV5nZ2YQk2OsCBwLD4t+udfeGI2ZiIPIjya7L2zh/EZFSKTAjIiLSB9z9KjO7DZjQYr1/mNk2hFwxlSkd61N/aWUHjnD3Rr9YLzLc/ZUYnLiaLFHqJvGWNw84mLCiUV8HZvJaXRmq5qpC7n5dfH/8hizgsjbw5QJt5lfLSdu9OwaOfkP2vG5E7aWLbwe+QvUUlW6YR8itkv5/dRVCkG23AvV/D+zdRmLlXmglYPUMcB5wpru/0KPzgRCIqQRmdjazoe7+TqMKtZjZRoTAGcBl7l5kWfLDCYG89xDeX7VGZD1LsdxJE8hGIb5KCMqKiAwomsokIiLSd/6nnUrufh8hGHMm4cKjlgXAjcCm7v6d9k5vYHL36wkjUu5sUOwvwJbu/tMGZQYkd7+dMGLkKMJUmEbmAtcRLngbBjfc/RpCIKbmyBpgDmEa09buXu992TZ3n0kIRk4mTK+aVaDaO4SpL7u6+07uPrtZhZLMB94gjOq6C7gEOAIYD6zm7sf0OCgD8Afgibi9PLBdqw2YmRES/g4hPJ6vF6nn7i8Tph9dXafInwn99ck6f099OtmeFhOni4gMKObuZZ+DiIiIFBSXRd6SMCpiRUJi02eBm7u4lO6AZWbjCBe3KxEuFJ8F7nT3J8o8r75kZusDGxKmG40kvEdmEaY2Pejub7XR5rvIpkHNIUyjuzGu4tRnzGwsYZTFmoSpW4sTpjO9THh8f+/rcxrIYk6mSo6gy9x9j0bla9RfnSwnzn3u3vI0IjN7D7AV4f06G7jd3e8pWHc4YYTR8nHXOHd/qNVzEBEpmwIzIiIiIiKDkJmNIgTZliVMHRvbYDWlfsfM9gUqSbSvcfeGK7OJiPRXmsokIiIiIjIIufsc4Ix4dxhhFayB5PBk+9jSzkJEpEMaMSMiIiIiMkiZ2UjgUUI+nznAWu7+UuNa5TOzjwG/i3dbnoYlItKfaMSMiIiIiMggFRM3VxKTjwK+WeLpFBKTDp8U775J9cgZEZEBR8tli4iIiIgMbhcQku8uCcw1M/P+Pax+DHBlvD3g7v8s+XxERDqiqUwiIiIiIiIiIiXRVCYRERERERERkZIoMCMiIiIiIiIiUhIFZkRERERERERESqLAjIiIiIiIiIhISRSYEREREREREREpiQIzIiIiIiIiIiIlUWBGRERERERERKQkCsyIiIiIiIiIiJREgRkRERERERERkZIoMCMiIiIiIiIiUhIFZkRERERERERESqLAjIiIiIiIiIhISRSYEREREREREREpiQIzIiIiIiIiIiIlUWBGRERERERERKQkCsyIiIiIiIiIiJREgRkRERERERERkZIoMCMiIiIiIiIiUhIFZkRERERERERESqLAjIiIiIiIiIhISRSYEREREREREREpiQIzIiIiIiIiIiIlUWBGRERERERERKQkCsyIiIiIiIiIiJREgRkRERERERERkZIoMCMiIiIiIiIiUhIFZkRERERERERESqLAjIiIiIiIiIhISRSYEREREREREREpiQIzIiIiIiIiIiIl+f+ByydBvPQ0vwAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_style = 'seaborn-paper'\n", "\n", "with plt.style.context(plot_style):\n", " fig = plt.figure(figsize=(4,4)) \n", " ax = fig.add_subplot(111)\n", " cmap = plt.cm.nipy_spectral\n", " cmap = cm.cm.oxy\n", " \n", " ## ------------------------------------\n", " ## Define data variables\n", " ## -----------------------------------\n", " corr_dec = ds_stats['corr_dec'].mean(['ensemble','lon'])\n", " aae = ds_stats['aae'].mean(['ensemble','lon'])\n", " bias = ds_stats['bias'].mean(['ensemble','lon'])\n", " std_star_seas = ds_stats['std-star_seasonal'].mean(['ensemble','lon'])\n", " std_star_res = ds_stats['std-star_residual'].mean(['ensemble','lon'])\n", " std_star_dec = ds_stats['std-star_dec'].mean(['ensemble','lon'])\n", " lat = ds_stats['lat']\n", "\n", " ## ------------------------------------\n", " ## 0 reference line\n", " ## -----------------------------------\n", " #ax.plot([0,168],[0,0],'--',color=[0.2, 0.2, 0.2], linewidth=1)\n", " ax.plot([-100,100],[-35,-35],'--',color=[0.5, 0.5, 0.5], linewidth=1)\n", " ax.plot([-100,100],[35,35],'--',color=[0.5, 0.5, 0.5], linewidth=1)\n", " ax.plot([0,0],[-90,90],'-',color=[0.5, 0.5, 0.5], linewidth=1)\n", " \n", " #sub = ax.scatter(nmonths, bias, s=20,\n", " # c=corr_dec, cmap=cmap, vmin=0, vmax=1, \n", " # linewidth=0.75, marker='o') \n", " #sub.set_facecolor(\"none\")\n", " ax.plot(std_star_dec*100, lat,color=[0,0,0], linestyle='-', label='Decadal')\n", " ax.plot(std_star_seas*100, lat, color=[0.7,0.7,0.7], linestyle='-', label='Seasonal')\n", " #ax.plot(std_star_res*100, lat, color=[0.9,0.9,0.9], linestyle='-', label='Sub-decadal')\n", " ## ------------------------------------\n", " ## axis limits and labels\n", " ## -----------------------------------\n", " ax.set_xlim(-100,100)\n", " ax.set_xticks(np.arange(-100, 100, 25))\n", " ax.set_ylim(-90,90)\n", " # fongsize was 20\n", " ax.set_xlabel('Normalized STD (%)')\n", " ax.set_ylabel('Latitude')\n", " #ax.xaxis.set_tick_params(labelsize=18)\n", " #ax.yaxis.set_tick_params(labelsize=18)\n", "\n", " \n", " ## ------------------------------------\n", " ## Modify axes\n", " ## -----------------------------------\n", " # Turn on the minor ticks\n", " # Turn off the display of all ticks.\n", " ax.tick_params(which='both', # Options for both major and minor ticks\n", " top='off', # turn off top ticks\n", " left='off', # turn off left ticks\n", " right='off', # turn off right ticks\n", " bottom='off') # turn off bottom ticks\n", "\n", "\n", " ### Hide the right and top spines\n", " ax.spines['right'].set_visible(False)\n", " #ax.spines['left'].set_visible(False)\n", " ax.spines['top'].set_visible(False)\n", " #ax.spines['bottom'].set_visible(False)\n", "\n", " ### major / minor tick lines\n", " #ax.minorticks_on()\n", " ax.yaxis.set_minor_locator(AutoMinorLocator(4))\n", " ax.xaxis.set_minor_locator(AutoMinorLocator(5))\n", " #ax.grid(axis='y', which='major', color=[0.8,0.8,0.8], linestyle='-')\n", "\n", " ### Only show ticks on the left and bottom spines\n", " ax.yaxis.set_ticks_position('left')\n", " ax.xaxis.set_ticks_position('bottom')\n", "\n", " ## ------------------------------------\n", " ## Make plot square \n", " ## and add grid lines\n", " ## -----------------------------------\n", " x0,x1 = ax.get_xlim()\n", " y0,y1 = ax.get_ylim()\n", " ax.set_aspect(abs(x1-x0)/abs(y1-y0))\n", " ax.get_position().bounds\n", " ax.grid(axis='x', which='major', color=[0.8,0.8,0.8], linestyle='-')\n", "\n", " # Don't allow the axis to be on top of your data\n", " ax.set_axisbelow(True)\n", "\n", " ax.legend(frameon=False)\n", "#fig.savefig(f'{dir_figs}/bias_vs_nobs.pdf',bbox_inches='tight', dpi=300, pad_inches=0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Correlation" ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/gloege/miniconda3/envs/tensorflow/lib/python3.6/site-packages/dask/array/numpy_compat.py:41: RuntimeWarning: invalid value encountered in true_divide\n", " x = np.divide(x1, x2, out)\n", "/home/gloege/miniconda3/envs/tensorflow/lib/python3.6/site-packages/dask/array/numpy_compat.py:41: RuntimeWarning: invalid value encountered in true_divide\n", " x = np.divide(x1, x2, out)\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_style = 'seaborn-paper'\n", "\n", "with plt.style.context(plot_style):\n", " fig = plt.figure(figsize=(4,4)) \n", " ax = fig.add_subplot(111)\n", " cmap = plt.cm.nipy_spectral\n", " cmap = cm.cm.oxy\n", " \n", " ## ------------------------------------\n", " ## Define data variables\n", " ## -----------------------------------\n", " corr_dec = ds_stats['corr_dec'].mean(['ensemble','lon'])\n", " corr_res = ds_stats['corr_residual'].mean(['ensemble','lon'])\n", " corr_seas = ds_stats['corr_seasonal'].mean(['ensemble','lon'])\n", " aae = ds_stats['aae'].mean(['ensemble','lon'])\n", " bias = ds_stats['bias'].mean(['ensemble','lon'])\n", " std_star_seas = ds_stats['std-star_seasonal'].mean(['ensemble','lon'])\n", " std_star_res = ds_stats['std-star_residual'].mean(['ensemble','lon'])\n", " std_star_dec = ds_stats['std-star_dec'].mean(['ensemble','lon'])\n", " lat = ds_stats['lat']\n", "\n", " ## ------------------------------------\n", " ## 0 reference line\n", " ## -----------------------------------\n", " #ax.plot([0,168],[0,0],'--',color=[0.2, 0.2, 0.2], linewidth=1)\n", " ax.plot([-100,100],[-35,-35],'--',color=[0.5, 0.5, 0.5], linewidth=1)\n", " ax.plot([-100,100],[35,35],'--',color=[0.5, 0.5, 0.5], linewidth=1)\n", " ax.plot([0,0],[-90,90],'-',color=[0.5, 0.5, 0.5], linewidth=1)\n", " \n", " #sub = ax.scatter(nmonths, bias, s=20,\n", " # c=corr_dec, cmap=cmap, vmin=0, vmax=1, \n", " # linewidth=0.75, marker='o') \n", " #sub.set_facecolor(\"none\")\n", " ax.plot(corr_dec, lat,color=[0,0,0], linestyle='-', label='Decadal')\n", " ax.plot(corr_seas, lat, color=[0.7,0.7,0.7], linestyle='-', label='Seasonal')\n", " #ax.plot(corr_res, lat, color=[0.9,0.9,0.9], linestyle='-', label='Sub-decadal')\n", " ## ------------------------------------\n", " ## axis limits and labels\n", " ## ----------------------------------\n", " ax.set_xticks(np.arange(-1, 1.2, 0.25))\n", " ax.set_xlim(0,1)\n", " ax.set_ylim(-90,90)\n", " # fongsize was 20\n", " ax.set_xlabel('Correlation')\n", " ax.set_ylabel('Latitude')\n", " #ax.xaxis.set_tick_params(labelsize=18)\n", " #ax.yaxis.set_tick_params(labelsize=18)\n", "\n", " \n", " ## ------------------------------------\n", " ## Modify axes\n", " ## -----------------------------------\n", " # Turn on the minor ticks\n", " # Turn off the display of all ticks.\n", " ax.tick_params(which='both', # Options for both major and minor ticks\n", " top='off', # turn off top ticks\n", " left='off', # turn off left ticks\n", " right='off', # turn off right ticks\n", " bottom='off') # turn off bottom ticks\n", "\n", "\n", " ### Hide the right and top spines\n", " ax.spines['right'].set_visible(False)\n", " #ax.spines['left'].set_visible(False)\n", " ax.spines['top'].set_visible(False)\n", " #ax.spines['bottom'].set_visible(False)\n", "\n", " ### major / minor tick lines\n", " #ax.minorticks_on()\n", " ax.yaxis.set_minor_locator(AutoMinorLocator(4))\n", " ax.xaxis.set_minor_locator(AutoMinorLocator(5))\n", " #ax.grid(axis='y', which='major', color=[0.8,0.8,0.8], linestyle='-')\n", "\n", " ### Only show ticks on the left and bottom spines\n", " ax.yaxis.set_ticks_position('left')\n", " ax.xaxis.set_ticks_position('bottom')\n", "\n", " ## ------------------------------------\n", " ## Make plot square \n", " ## and add grid lines\n", " ## -----------------------------------\n", " x0,x1 = ax.get_xlim()\n", " y0,y1 = ax.get_ylim()\n", " ax.set_aspect(abs(x1-x0)/abs(y1-y0))\n", " ax.get_position().bounds\n", " ax.grid(axis='x', which='major', color=[0.8,0.8,0.8], linestyle='-')\n", "\n", " # Don't allow the axis to be on top of your data\n", " ax.set_axisbelow(True)\n", "\n", " ax.legend(frameon=False)\n", "#fig.savefig(f'{dir_figs}/bias_vs_nobs.pdf',bbox_inches='tight', dpi=300, pad_inches=0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Bias" ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/gloege/miniconda3/envs/tensorflow/lib/python3.6/site-packages/dask/array/numpy_compat.py:41: RuntimeWarning: invalid value encountered in true_divide\n", " x = np.divide(x1, x2, out)\n" ] }, { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_style = 'seaborn-paper'\n", "\n", "with plt.style.context(plot_style):\n", " fig = plt.figure(figsize=(4,4)) \n", " ax = fig.add_subplot(111)\n", " cmap = plt.cm.nipy_spectral\n", " cmap = cm.cm.oxy\n", " \n", " ## ------------------------------------\n", " ## Define data variables\n", " ## -----------------------------------\n", " corr_dec = ds_stats['corr_dec'].mean(['ensemble','lon'])\n", " corr_res = ds_stats['corr_residual'].mean(['ensemble','lon'])\n", " corr_seas = ds_stats['corr_seasonal'].mean(['ensemble','lon'])\n", " aae = ds_stats['aae'].mean(['ensemble','lon'])\n", " bias = ds_stats['bias'].mean(['ensemble','lon'])\n", " std_star_seas = ds_stats['std-star_seasonal'].mean(['ensemble','lon'])\n", " std_star_res = ds_stats['std-star_residual'].mean(['ensemble','lon'])\n", " std_star_dec = ds_stats['std-star_dec'].mean(['ensemble','lon'])\n", " lat = ds_stats['lat']\n", "\n", " ## ------------------------------------\n", " ## 0 reference line\n", " ## -----------------------------------\n", " #ax.plot([0,168],[0,0],'--',color=[0.2, 0.2, 0.2], linewidth=1)\n", " ax.plot([-100,100],[-35,-35],'--',color=[0.5, 0.5, 0.5], linewidth=1)\n", " ax.plot([-100,100],[35,35],'--',color=[0.5, 0.5, 0.5], linewidth=1)\n", " ax.plot([0,0],[-90,90],'-',color=[0.5, 0.5, 0.5], linewidth=1)\n", " \n", " #sub = ax.scatter(nmonths, bias, s=20,\n", " # c=corr_dec, cmap=cmap, vmin=0, vmax=1, \n", " # linewidth=0.75, marker='o') \n", " #sub.set_facecolor(\"none\")\n", " ax.plot(bias, lat,color=[0,0,0], linestyle='-', label='Bias')\n", " #ax.plot(aae, lat, color=[0.7,0.7,0.7], linestyle='-', label='Mean-Absoluste-Error')\n", " #ax.plot(corr_res, lat, color=[0.9,0.9,0.9], linestyle='-', label='Sub-decadal')\n", " ## ------------------------------------\n", " ## axis limits and labels\n", " ## ----------------------------------\n", " ax.set_xticks(np.arange(-0.2, 0.22, 0.05))\n", " ax.set_xlim(-0.2,0.2)\n", " ax.set_ylim(-90,90)\n", " # fongsize was 20\n", " ax.set_xlabel('Bias')\n", " ax.set_ylabel('Latitude')\n", " #ax.xaxis.set_tick_params(labelsize=18)\n", " #ax.yaxis.set_tick_params(labelsize=18)\n", "\n", " \n", " ## ------------------------------------\n", " ## Modify axes\n", " ## -----------------------------------\n", " # Turn on the minor ticks\n", " # Turn off the display of all ticks.\n", " ax.tick_params(which='both', # Options for both major and minor ticks\n", " top='off', # turn off top ticks\n", " left='off', # turn off left ticks\n", " right='off', # turn off right ticks\n", " bottom='off') # turn off bottom ticks\n", "\n", "\n", " ### Hide the right and top spines\n", " ax.spines['right'].set_visible(False)\n", " #ax.spines['left'].set_visible(False)\n", " ax.spines['top'].set_visible(False)\n", " #ax.spines['bottom'].set_visible(False)\n", "\n", " ### major / minor tick lines\n", " #ax.minorticks_on()\n", " ax.yaxis.set_minor_locator(AutoMinorLocator(4))\n", " ax.xaxis.set_minor_locator(AutoMinorLocator(5))\n", " #ax.grid(axis='y', which='major', color=[0.8,0.8,0.8], linestyle='-')\n", "\n", " ### Only show ticks on the left and bottom spines\n", " ax.yaxis.set_ticks_position('left')\n", " ax.xaxis.set_ticks_position('bottom')\n", "\n", " ## ------------------------------------\n", " ## Make plot square \n", " ## and add grid lines\n", " ## -----------------------------------\n", " x0,x1 = ax.get_xlim()\n", " y0,y1 = ax.get_ylim()\n", " ax.set_aspect(abs(x1-x0)/abs(y1-y0))\n", " ax.get_position().bounds\n", " ax.grid(axis='x', which='major', color=[0.8,0.8,0.8], linestyle='-')\n", "\n", " # Don't allow the axis to be on top of your data\n", " ax.set_axisbelow(True)\n", "\n", " #ax.legend(frameon=False)\n", "#fig.savefig(f'{dir_figs}/bias_vs_nobs.pdf',bbox_inches='tight', dpi=300, pad_inches=0)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "tensorflow", "language": "python", "name": "tensorflow" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.6" } }, "nbformat": 4, "nbformat_minor": 2 }